Book Changelog

This Machine Learning Systems textbook is constantly evolving. This changelog automatically records all updates and improvements, helping you stay informed about what’s new and refined.

Last Updated: Mar 03, 2025

2025 Changes

πŸ“… Published on Mar 03, 2025

πŸ”— View Full Diff β€” 31 files updated (12032 lines added, 7337 lines removed)

Major Updates
  • AI Acceleration: +++– (5769 lines added, 3904 lines removed)
  • AI Frameworks: ++++- (946 lines added, 216 lines removed)
  • AI Training: ++++- (860 lines added, 335 lines removed)
  • Image Classification: +++– (199 lines added, 142 lines removed)
  • Benchmarking AI: ++++- (265 lines added, 118 lines removed)
  • Model Optimizations: +++– (2515 lines added, 1624 lines removed)
  • Data Engineering: ++++- (229 lines added, 69 lines removed)
  • DL Primer: ++++- (237 lines added, 84 lines removed)
Minor Updates
  • On-Device Learning: ++β€” (51 lines added, 67 lines removed)
  • Keyword Spotting (KWS): +++– (80 lines added, 52 lines removed)
  • Motion Classification and Anomaly Detection: ++++- (58 lines added, 26 lines removed)
  • Nicla Vision: +++β€” (1 lines added, 1 lines removed)
  • Object Detection: ++++- (73 lines added, 35 lines removed)
  • Setup: +++– (81 lines added, 42 lines removed)
  • Efficient AI: +++β€” (37 lines added, 37 lines removed)
  • AI Workflow: +++++ (134 lines added, 21 lines removed)
  • AI for Good: ++β€” (37 lines added, 39 lines removed)
  • ML Operations: ++β€” (53 lines added, 69 lines removed)
  • Security & Privacy: ++β€” (58 lines added, 74 lines removed)
  • Robust AI: ++β€” (57 lines added, 71 lines removed)
  • Sustainable AI: ++β€” (32 lines added, 42 lines removed)
  • ML Systems: +++β€” (44 lines added, 44 lines removed)
  • Vision-Language Models (VLM): +++– (29 lines added, 27 lines removed)
  • KWS Feature Engineering: +++β€” (12 lines added, 12 lines removed)
  • DNN Architectures: ++β€” (14 lines added, 16 lines removed)
  • Introduction: ++β€” (47 lines added, 49 lines removed)
  • Responsible AI: ++β€” (26 lines added, 34 lines removed)
  • SocratiQ AI: +++β€” (22 lines added, 22 lines removed)
  • Overview: +++β€” (4 lines added, 4 lines removed)
  • Acknowledgements: +++β€” (61 lines added, 61 lines removed)
  • About the Book: ++++++ (1 lines added, 0 lines removed)

πŸ“… Published on Feb 08, 2025

πŸ”— View Full Diff β€” 2 files updated (31 lines added, 29 lines removed)

Minor Updates
  • Acknowledgements: +++β€” (29 lines added, 29 lines removed)
  • SocratiQ AI: ++++++ (2 lines added, 0 lines removed)

πŸ“… Published on Feb 07, 2025

πŸ”— View Full Diff β€” 46 files updated (4644 lines added, 3807 lines removed)

Major Updates
  • Acknowledgements: ++β€” (334 lines added, 336 lines removed)
  • Benchmarking AI: +++– (576 lines added, 384 lines removed)
  • ML Systems: +++++ (293 lines added, 10 lines removed)
  • AI Training: +++– (216 lines added, 148 lines removed)
  • AI for Good: +++– (373 lines added, 188 lines removed)
  • Efficient AI: +++– (181 lines added, 117 lines removed)
  • Book Changelog: +++– (1708 lines added, 1697 lines removed)
  • AI Workflow: +++β€” (141 lines added, 141 lines removed)
  • Small Language Models (SLM): +++β€” (117 lines added, 117 lines removed)
  • Object Detection: ++β€” (115 lines added, 118 lines removed)
Minor Updates
  • AI Frameworks: ++β€” (35 lines added, 37 lines removed)
  • Introduction: ++++- (61 lines added, 15 lines removed)
  • PhD Survival Guide: +++β€” (17 lines added, 17 lines removed)
  • Conclusion: +++β€” (1 lines added, 1 lines removed)
  • Data Engineering: +++β€” (25 lines added, 25 lines removed)
  • DL Primer: +++β€” (4 lines added, 4 lines removed)
  • DNN Architectures: +++β€” (25 lines added, 25 lines removed)
  • AI Acceleration: +++β€” (19 lines added, 19 lines removed)
  • On-Device Learning: +++β€” (10 lines added, 10 lines removed)
  • ML Operations: +++β€” (8 lines added, 8 lines removed)
  • Model Optimizations: +++β€” (17 lines added, 17 lines removed)
  • Security & Privacy: +++β€” (7 lines added, 7 lines removed)
  • Responsible AI: +++β€” (38 lines added, 38 lines removed)
  • Robust AI: +++β€” (8 lines added, 8 lines removed)
  • Sustainable AI: +++β€” (3 lines added, 3 lines removed)
  • About the Book: +++β€” (23 lines added, 23 lines removed)
  • SocratiQ AI: ++β€” (4 lines added, 5 lines removed)
  • Preface: +++β€” (1 lines added, 1 lines removed)
  • Image Classification: +++β€” (8 lines added, 8 lines removed)
  • Keyword Spotting (KWS): +++β€” (9 lines added, 9 lines removed)
  • Motion Classification and Anomaly Detection: +++β€” (6 lines added, 6 lines removed)
  • Setup: +++β€” (2 lines added, 2 lines removed)
  • Getting Started: +++β€” (9 lines added, 9 lines removed)
  • Overview: β€”β€” (0 lines added, 1 lines removed)
  • Image Classification: +++β€” (61 lines added, 61 lines removed)
  • Raspberry Pi: +++β€” (2 lines added, 2 lines removed)
  • Setup: ++β€” (31 lines added, 32 lines removed)
  • Vision-Language Models (VLM): ++β€” (88 lines added, 89 lines removed)
  • Image Classification: +++β€” (14 lines added, 14 lines removed)
  • Keyword Spotting (KWS): +++β€” (19 lines added, 19 lines removed)
  • Motion Classification and Anomaly Detection: +++β€” (17 lines added, 17 lines removed)
  • Object Detection: +++β€” (14 lines added, 14 lines removed)
  • Setup: +++β€” (1 lines added, 1 lines removed)
  • DSP Spectral Features: +++β€” (2 lines added, 2 lines removed)
  • KWS Feature Engineering: +++β€” (1 lines added, 1 lines removed)
  • Shared: β€”β€” (0 lines added, 1 lines removed)

πŸ“… Published on Feb 02, 2025

πŸ”— View Full Diff β€” 20 files updated (2076 lines added, 1555 lines removed)

Major Updates
  • Benchmarking AI: +++– (917 lines added, 785 lines removed)
  • Acknowledgements: +++β€” (198 lines added, 198 lines removed)
  • Efficient AI: +++– (130 lines added, 95 lines removed)
  • AI Training: +++– (800 lines added, 403 lines removed)
Minor Updates
  • DNN Architectures: ++β€”- (2 lines added, 4 lines removed)
  • AI Frameworks: +++β€” (2 lines added, 2 lines removed)
  • AI for Good: +β€”- (1 lines added, 3 lines removed)
  • Data Engineering: +β€”- (1 lines added, 3 lines removed)
  • DL Primer: +β€”- (1 lines added, 3 lines removed)
  • AI Acceleration: +β€”- (1 lines added, 3 lines removed)
  • Introduction: ++β€”- (8 lines added, 16 lines removed)
  • ML Systems: +β€”- (6 lines added, 13 lines removed)
  • On-Device Learning: +β€”- (1 lines added, 3 lines removed)
  • ML Operations: +β€”- (1 lines added, 3 lines removed)
  • Model Optimizations: +β€”- (1 lines added, 3 lines removed)
  • Security & Privacy: +β€”- (1 lines added, 3 lines removed)
  • Responsible AI: +β€”- (1 lines added, 3 lines removed)
  • Robust AI: +β€”- (1 lines added, 3 lines removed)
  • Sustainable AI: +β€”- (1 lines added, 3 lines removed)
  • AI Workflow: +β€”- (2 lines added, 6 lines removed)

πŸ“… Published on Jan 28, 2025

πŸ”— View Full Diff β€” 1 files updated (52 lines added, 52 lines removed)

Minor Updates
  • Acknowledgements: +++β€” (52 lines added, 52 lines removed)

πŸ“… Published on Jan 28, 2025

πŸ”— View Full Diff β€” 16 files updated (4127 lines added, 2219 lines removed)

Major Updates
  • AI Training: +++– (1711 lines added, 963 lines removed)
  • Efficient AI: ++++- (824 lines added, 411 lines removed)
  • AI Frameworks: +++– (546 lines added, 306 lines removed)
  • AI for Good: ++++- (655 lines added, 298 lines removed)
Minor Updates
  • Acknowledgements: +++– (83 lines added, 69 lines removed)
  • AI Acceleration: +++β€” (1 lines added, 1 lines removed)
  • Model Optimizations: ++β€”- (2 lines added, 4 lines removed)
  • Painting Pots: ++++++ (2 lines added, 0 lines removed)
  • PhD Survival Guide: +++++ (73 lines added, 1 lines removed)
  • Introduction: +++β€” (3 lines added, 3 lines removed)
  • Data Engineering: ++β€” (94 lines added, 98 lines removed)
  • Object Detection: +++β€” (2 lines added, 2 lines removed)
  • DNN Architectures: +++– (17 lines added, 15 lines removed)
  • Image Classification: +++β€” (1 lines added, 1 lines removed)
  • ML Systems: ++++- (91 lines added, 40 lines removed)
  • AI Workflow: ++++- (22 lines added, 7 lines removed)

πŸ“… Published on Jan 17, 2025

πŸ”— View Full Diff β€” 12 files updated (1976 lines added, 1477 lines removed)

Major Updates
  • DNN Architectures: +++– (125 lines added, 120 lines removed)
  • AI Frameworks: +++– (1556 lines added, 994 lines removed)
  • DL Primer: ++β€” (116 lines added, 194 lines removed)
Minor Updates
  • Acknowledgements: +++– (60 lines added, 59 lines removed)
  • Small Language Models (SLM): β€”β€” (0 lines added, 2 lines removed)
  • Benchmarking AI: +++β€” (1 lines added, 1 lines removed)
  • SocratiQ AI: +++– (14 lines added, 9 lines removed)
  • ML Systems: +++β€” (86 lines added, 86 lines removed)
  • Introduction: +++β€” (3 lines added, 3 lines removed)
  • About the Book: ++++++ (1 lines added, 0 lines removed)
  • Vision-Language Models (VLM): +++β€” (3 lines added, 3 lines removed)
  • Data Engineering: +++– (11 lines added, 6 lines removed)

πŸ“… Published on Jan 12, 2025

πŸ”— View Full Diff β€” 5 files updated (221 lines added, 253 lines removed)

Major Updates
  • Data Engineering: +++– (124 lines added, 107 lines removed)
Minor Updates
  • Acknowledgements: +++– (63 lines added, 62 lines removed)
  • Introduction: ++β€” (21 lines added, 22 lines removed)
  • ML Systems: +++++ (7 lines added, 1 lines removed)
  • AI Workflow: —– (6 lines added, 61 lines removed)

πŸ“… Published on Jan 11, 2025

πŸ”— View Full Diff β€” 4 files updated (154 lines added, 103 lines removed)

Minor Updates
  • Acknowledgements: +++β€” (56 lines added, 56 lines removed)
  • ML Systems: ++++- (95 lines added, 39 lines removed)
  • AI Workflow: β€”β€” (0 lines added, 2 lines removed)
  • Data Engineering: ++β€”- (3 lines added, 6 lines removed)

πŸ“… Published on Jan 11, 2025

πŸ”— View Full Diff β€” 5 files updated (907 lines added, 535 lines removed)

Major Updates
  • Data Engineering: +++– (686 lines added, 413 lines removed)
Minor Updates
  • Acknowledgements: +++β€” (31 lines added, 31 lines removed)
  • Introduction: +++– (95 lines added, 79 lines removed)
  • About the Book: +++++ (21 lines added, 2 lines removed)
  • SocratiQ AI: +++++ (74 lines added, 10 lines removed)

πŸ“… Published on Jan 09, 2025

πŸ”— View Full Diff β€” 8 files updated (56 lines added, 58 lines removed)

Minor Updates
  • Data Engineering: β€”β€” (0 lines added, 2 lines removed)
  • AI Frameworks: β€”β€” (0 lines added, 2 lines removed)
  • Acknowledgements: +++β€” (31 lines added, 31 lines removed)
  • AI Acceleration: +++β€” (5 lines added, 5 lines removed)
  • Responsible AI: +++β€” (1 lines added, 1 lines removed)
  • AI Training: +++β€” (1 lines added, 1 lines removed)
  • AI Workflow: +++β€” (1 lines added, 1 lines removed)
  • Introduction: +++– (17 lines added, 15 lines removed)

πŸ“… Published on Jan 07, 2025

πŸ”— View Full Diff β€” 5 files updated (254 lines added, 149 lines removed)

Minor Updates
  • Acknowledgements: +++β€” (72 lines added, 72 lines removed)
  • Author’s Note: +++β€” (2 lines added, 2 lines removed)
  • DL Primer: ++++- (108 lines added, 51 lines removed)
  • DNN Architectures: ++++- (30 lines added, 11 lines removed)
  • Introduction: ++++- (42 lines added, 13 lines removed)

πŸ“… Published on Jan 03, 2025

πŸ”— View Full Diff β€” 7 files updated (38 lines added, 36 lines removed)

Minor Updates
  • Acknowledgements: +++β€” (26 lines added, 26 lines removed)
  • Data Engineering: +++β€” (1 lines added, 1 lines removed)
  • Introduction: +++β€” (2 lines added, 2 lines removed)
  • ML Systems: +++β€” (1 lines added, 1 lines removed)
  • SocratiQ AI: +++– (6 lines added, 4 lines removed)
  • Conclusion: +++β€” (1 lines added, 1 lines removed)
  • DNN Architectures: +++β€” (1 lines added, 1 lines removed)

πŸ“… Published on Jan 02, 2025

πŸ”— View Full Diff β€” 4 files updated (66 lines added, 127 lines removed)

Minor Updates
  • Acknowledgements: +++β€” (53 lines added, 53 lines removed)
  • DNN Architectures: —– (5 lines added, 57 lines removed)
  • Generative AI: β€”β€” (0 lines added, 9 lines removed)
  • Conclusion: +++β€” (8 lines added, 8 lines removed)

πŸ“… Published on Jan 01, 2025

πŸ”— View Full Diff β€” 45 files updated (8282 lines added, 4753 lines removed)

Major Updates
  • Acknowledgements: +++β€” (108 lines added, 108 lines removed)
  • AI Workflow: +++– (835 lines added, 473 lines removed)
  • ML Systems: +++– (614 lines added, 389 lines removed)
  • DNN Architectures: +++– (954 lines added, 892 lines removed)
  • DL Primer: —– (40 lines added, 405 lines removed)
  • About the Book: +β€”- (185 lines added, 377 lines removed)
  • Dl Architectures: +++++ (816 lines added, 64 lines removed)
  • Acknowledgements: +++– (202 lines added, 188 lines removed)
  • Nn Primer: ++++- (551 lines added, 184 lines removed)
  • Nn Primer}: —– (7 lines added, 707 lines removed)
  • Dl Primer New: ++++- (2181 lines added, 522 lines removed)
  • Vision-Language Models (VLM): ++++++ (1194 lines added, 0 lines removed)
Minor Updates
  • About the Book: +++++ (112 lines added, 4 lines removed)
  • Conclusion: +β€”- (9 lines added, 19 lines removed)
  • Robust AI: +β€”- (37 lines added, 92 lines removed)
  • Security & Privacy: +β€”- (7 lines added, 17 lines removed)
  • Author’s Note: +++– (76 lines added, 47 lines removed)
  • SocratiQ AI: +++β€” (3 lines added, 3 lines removed)
  • Introduction: +++– (18 lines added, 17 lines removed)
  • Preface: ++++++ (28 lines added, 0 lines removed)
  • References: ++++++ (4 lines added, 0 lines removed)
  • Acknowledgements: (0 lines added, 0 lines removed)
  • SocratiQ AI: (0 lines added, 0 lines removed)
  • Dnn Architectures}: (0 lines added, 0 lines removed)
  • AI for Good: ++++- (8 lines added, 2 lines removed)
  • Benchmarking AI: ++++– (4 lines added, 2 lines removed)
  • Data Engineering: ++++- (9 lines added, 3 lines removed)
  • Efficient AI: ++++- (7 lines added, 3 lines removed)
  • AI Frameworks: +++– (13 lines added, 9 lines removed)
  • AI Acceleration: +++++- (5 lines added, 1 lines removed)
  • On-Device Learning: +++++- (5 lines added, 1 lines removed)
  • ML Operations: +++++- (5 lines added, 1 lines removed)
  • Model Optimizations: +++++- (5 lines added, 1 lines removed)
  • Responsible AI: +++++- (5 lines added, 1 lines removed)
  • Sustainable AI: ++++- (8 lines added, 2 lines removed)
  • AI Training: +++– (9 lines added, 5 lines removed)
  • DL Primer: β€”β€” (0 lines added, 158 lines removed)
  • Dl Primer}: +++β€” (2 lines added, 2 lines removed)
  • Ann Primer: +β€”- (2 lines added, 6 lines removed)
  • Ann Primer}: +++β€” (1 lines added, 1 lines removed)
  • DL Primer: (0 lines added, 0 lines removed)
  • DL Primer: +++++ (159 lines added, 1 lines removed)
  • Overview: +++– (17 lines added, 15 lines removed)
  • Raspberry Pi: +++– (13 lines added, 9 lines removed)
  • SocratiQ AI: +++– (24 lines added, 22 lines removed)

2024 Changes

πŸ“… Published on Nov 19, 2024

πŸ”— View Full Diff β€” 2 files updated (74 lines added, 65 lines removed)

Minor Updates
  • Acknowledgements: ++β€” (59 lines added, 60 lines removed)
  • SocratiQ AI: ++++- (15 lines added, 5 lines removed)

πŸ“… Published on Nov 19, 2024

πŸ”— View Full Diff β€” 6 files updated (474 lines added, 331 lines removed)

Major Updates
  • Acknowledgements: +++β€” (114 lines added, 114 lines removed)
  • SocratiQ AI: ++++- (230 lines added, 63 lines removed)
Minor Updates
  • Security & Privacy: ++β€” (69 lines added, 103 lines removed)
  • AI for Good: +++– (15 lines added, 11 lines removed)
  • Sustainable AI: ++++– (12 lines added, 6 lines removed)
  • Responsible AI: +++β€” (34 lines added, 34 lines removed)

πŸ“… Published on Nov 16, 2024

πŸ”— View Full Diff β€” 4 files updated (502 lines added, 106 lines removed)

Major Updates
  • Acknowledgements: ++++- (249 lines added, 55 lines removed)
  • About the Book: +++++ (212 lines added, 20 lines removed)
Minor Updates
  • Introduction: +++β€” (1 lines added, 1 lines removed)
  • Responsible AI: +++– (40 lines added, 30 lines removed)

πŸ“… Published on Nov 15, 2024

πŸ”— View Full Diff β€” 35 files updated (74 lines added, 162 lines removed)

Minor Updates
  • Responsible AI: +++– (5 lines added, 3 lines removed)
  • ML Operations: +β€”- (30 lines added, 120 lines removed)
  • AI Workflow: +++β€” (1 lines added, 1 lines removed)
  • Introduction: +++β€” (5 lines added, 5 lines removed)
  • AI for Good: +++β€” (1 lines added, 1 lines removed)
  • Benchmarking AI: +++β€” (1 lines added, 1 lines removed)
  • Conclusion: +++β€” (1 lines added, 1 lines removed)
  • Data Engineering: +++β€” (1 lines added, 1 lines removed)
  • DL Primer: +++β€” (1 lines added, 1 lines removed)
  • Efficient AI: +++β€” (1 lines added, 1 lines removed)
  • AI Frameworks: +++β€” (1 lines added, 1 lines removed)
  • AI Acceleration: +++β€” (1 lines added, 1 lines removed)
  • ML Systems: +++β€” (1 lines added, 1 lines removed)
  • On-Device Learning: +++β€” (1 lines added, 1 lines removed)
  • Model Optimizations: +++β€” (1 lines added, 1 lines removed)
  • Security & Privacy: +++β€” (1 lines added, 1 lines removed)
  • Robust AI: +++β€” (1 lines added, 1 lines removed)
  • Sustainable AI: +++β€” (1 lines added, 1 lines removed)
  • AI Training: +++β€” (1 lines added, 1 lines removed)
  • Image Classification: +++β€” (1 lines added, 1 lines removed)
  • Keyword Spotting (KWS): +++β€” (1 lines added, 1 lines removed)
  • Motion Classification and Anomaly Detection: +++β€” (1 lines added, 1 lines removed)
  • Object Detection: +++β€” (1 lines added, 1 lines removed)
  • Setup: +++β€” (1 lines added, 1 lines removed)
  • Image Classification: +++β€” (1 lines added, 1 lines removed)
  • Small Language Models (SLM): +++β€” (1 lines added, 1 lines removed)
  • Object Detection: +++β€” (1 lines added, 1 lines removed)
  • Setup: +++β€” (1 lines added, 1 lines removed)
  • Image Classification: +++β€” (1 lines added, 1 lines removed)
  • Keyword Spotting (KWS): +++β€” (1 lines added, 1 lines removed)
  • Motion Classification and Anomaly Detection: +++β€” (1 lines added, 1 lines removed)
  • Object Detection: +++β€” (1 lines added, 1 lines removed)
  • Setup: +++β€” (1 lines added, 1 lines removed)
  • DSP Spectral Features: +++β€” (1 lines added, 1 lines removed)
  • KWS Feature Engineering: +++β€” (3 lines added, 3 lines removed)

πŸ“… Published on Nov 15, 2024

πŸ”— View Full Diff β€” 86 files updated (3636 lines added, 1991 lines removed)

Major Updates
  • Introduction: +++– (654 lines added, 350 lines removed)
  • Benchmarking AI: ++β€” (121 lines added, 162 lines removed)
  • Contributors: +++β€” (202 lines added, 202 lines removed)
  • Small Language Models (SLM): +++++ (1454 lines added, 136 lines removed)
Minor Updates
  • AI for Good: —– (1 lines added, 13 lines removed)
  • Data Engineering: —– (1 lines added, 13 lines removed)
  • DL Primer: —– (1 lines added, 8 lines removed)
  • Efficient AI: —– (1 lines added, 11 lines removed)
  • AI Frameworks: —– (2 lines added, 14 lines removed)
  • AI Acceleration: —– (1 lines added, 8 lines removed)
  • ML Systems: —– (1 lines added, 10 lines removed)
  • On-Device Learning: ++β€” (39 lines added, 50 lines removed)
  • ML Operations: —– (2 lines added, 12 lines removed)
  • Model Optimizations: —– (1 lines added, 10 lines removed)
  • Security & Privacy: +β€”- (9 lines added, 19 lines removed)
  • Responsible AI: —– (1 lines added, 12 lines removed)
  • Robust AI: —– (1 lines added, 11 lines removed)
  • Sustainable AI: —– (1 lines added, 10 lines removed)
  • AI Training: +++β€” (1 lines added, 1 lines removed)
  • AI Workflow: —– (1 lines added, 10 lines removed)
  • Acknowledgements: +β€”- (1 lines added, 3 lines removed)
  • SocratiQ AI: ++++++ (84 lines added, 0 lines removed)
  • SocratiQ AI: +++β€” (9 lines added, 9 lines removed)
  • LABS: +β€”- (32 lines added, 103 lines removed)
  • Overview: ++++++ (84 lines added, 0 lines removed)
  • About the Book: +++β€” (67 lines added, 67 lines removed)
  • Case Studies: +++β€” (8 lines added, 8 lines removed)
  • Community: +++β€” (50 lines added, 50 lines removed)
  • Conventions: +++β€” (68 lines added, 68 lines removed)
  • Copyright: +++β€” (15 lines added, 15 lines removed)
  • Dedication: +++β€” (7 lines added, 7 lines removed)
  • Author’s Note: (0 lines added, 0 lines removed)
  • Front: +++β€” (2 lines added, 2 lines removed)
  • Learning Resources: +++β€” (46 lines added, 46 lines removed)
  • Summary: +++β€” (3 lines added, 3 lines removed)
  • Tools: +++β€” (46 lines added, 46 lines removed)
  • Zoo Datasets: +++β€” (35 lines added, 35 lines removed)
  • Zoo Models: +++β€” (1 lines added, 1 lines removed)
  • Acknowledgements: (0 lines added, 0 lines removed)
  • AI for Good: (0 lines added, 0 lines removed)
  • Benchmarking AI: (0 lines added, 0 lines removed)
  • Conclusion: (0 lines added, 0 lines removed)
  • Data Engineering: (0 lines added, 0 lines removed)
  • DL Primer: (0 lines added, 0 lines removed)
  • Efficient AI: (0 lines added, 0 lines removed)
  • AI Frameworks: (0 lines added, 0 lines removed)
  • Generative AI: (0 lines added, 0 lines removed)
  • AI Acceleration: (0 lines added, 0 lines removed)
  • Introduction: (0 lines added, 0 lines removed)
  • ML Systems: (0 lines added, 0 lines removed)
  • On-Device Learning: (0 lines added, 0 lines removed)
  • ML Operations: (0 lines added, 0 lines removed)
  • Model Optimizations: (0 lines added, 0 lines removed)
  • Security & Privacy: (0 lines added, 0 lines removed)
  • Responsible AI: (0 lines added, 0 lines removed)
  • Robust AI: (0 lines added, 0 lines removed)
  • Sustainable AI: (0 lines added, 0 lines removed)
  • AI Training: (0 lines added, 0 lines removed)
  • AI Workflow: (0 lines added, 0 lines removed)
  • AI for Good: +++β€” (2 lines added, 2 lines removed)
  • Robust AI: ++β€” (24 lines added, 26 lines removed)
  • Sustainable AI: ++++– (4 lines added, 2 lines removed)
  • Responsible AI: +++β€” (1 lines added, 1 lines removed)
  • Security & Privacy: +++– (49 lines added, 44 lines removed)
  • ML Operations: +++– (6 lines added, 4 lines removed)
  • On-Device Learning: +++– (22 lines added, 16 lines removed)
  • Benchmarking AI: +++– (31 lines added, 20 lines removed)
  • AI Acceleration: +++– (21 lines added, 18 lines removed)
  • Nicla Vision: +++β€” (6 lines added, 6 lines removed)
  • Image Classification: +++β€” (36 lines added, 36 lines removed)
  • Raspberry Pi: +++β€” (10 lines added, 10 lines removed)
  • Setup: +++β€” (52 lines added, 52 lines removed)
  • Keyword Spotting (KWS): +++β€” (6 lines added, 6 lines removed)
  • Setup: +++β€” (12 lines added, 12 lines removed)
  • XIAO ESP32S3: +++β€” (8 lines added, 8 lines removed)
  • Model Optimizations: +++– (67 lines added, 48 lines removed)
  • Object Detection: +++β€” (2 lines added, 2 lines removed)
  • Efficient AI: ++β€” (6 lines added, 8 lines removed)
  • AI Training: +++– (5 lines added, 3 lines removed)
  • AI Frameworks: +++– (39 lines added, 26 lines removed)
  • Data Engineering: +++– (32 lines added, 21 lines removed)
  • AI Workflow: +++– (9 lines added, 7 lines removed)
  • DL Primer: +++– (59 lines added, 41 lines removed)
  • ML Systems: +++– (62 lines added, 41 lines removed)
  • Introduction: ++++- (10 lines added, 4 lines removed)
  • Keyword Spotting (KWS): +++β€” (2 lines added, 2 lines removed)

πŸ“… Published on Sep 20, 2024

πŸ”— View Full Diff β€” 1 files updated (1 lines added, 1 lines removed)

Minor Updates
  • Introduction: +++β€” (1 lines added, 1 lines removed)

πŸ“… Published on Sep 20, 2024

πŸ”— View Full Diff β€” 43 files updated (4718 lines added, 3227 lines removed)

Major Updates
  • Image Classification: +++++ (1553 lines added, 14 lines removed)
  • Setup: +++++ (606 lines added, 22 lines removed)
  • Data Engineering: ++β€” (197 lines added, 246 lines removed)
  • AI Acceleration: +++– (159 lines added, 114 lines removed)
  • Model Optimizations: ++β€” (157 lines added, 203 lines removed)
  • AI Training: +++– (271 lines added, 201 lines removed)
  • AI Frameworks: +++– (270 lines added, 157 lines removed)
  • ML Operations: +++– (145 lines added, 89 lines removed)
  • Security & Privacy: +++– (150 lines added, 120 lines removed)
  • DSP Spectral Features: β€”β€” (0 lines added, 623 lines removed)
  • Image Classification: β€”β€” (0 lines added, 518 lines removed)
  • Robust AI: +++– (121 lines added, 101 lines removed)
Minor Updates
  • DL Primer: +++– (119 lines added, 70 lines removed)
  • Motion Classification and Anomaly Detection: +++β€” (19 lines added, 19 lines removed)
  • AI for Good: +++– (29 lines added, 22 lines removed)
  • Motion Classification and Anomaly Detection: +++β€” (35 lines added, 35 lines removed)
  • Object Detection: +++β€” (36 lines added, 36 lines removed)
  • Getting Started: ++++– (28 lines added, 14 lines removed)
  • Object Detection: +++β€” (5 lines added, 5 lines removed)
  • Setup: +++β€” (6 lines added, 6 lines removed)
  • Image Classification: +++β€” (11 lines added, 11 lines removed)
  • Raspberry Pi: +++++ (30 lines added, 1 lines removed)
  • Keyword Spotting (KWS): +++β€” (4 lines added, 4 lines removed)
  • Introduction: ++β€” (36 lines added, 40 lines removed)
  • Efficient AI: +++– (95 lines added, 61 lines removed)
  • On-Device Learning: +++– (109 lines added, 69 lines removed)
  • AI Workflow: ++++- (62 lines added, 30 lines removed)
  • Sustainable AI: +++– (60 lines added, 56 lines removed)
  • Benchmarking AI: ++β€” (42 lines added, 45 lines removed)
  • ML Systems: +++– (65 lines added, 44 lines removed)
  • Object Detection: +++– (71 lines added, 53 lines removed)
  • Conclusion: +++β€” (8 lines added, 8 lines removed)
  • Image Classification: +++β€” (55 lines added, 55 lines removed)
  • Keyword Spotting (KWS): +++β€” (28 lines added, 28 lines removed)
  • Nicla Vision: +++β€” (2 lines added, 2 lines removed)
  • Setup: +++β€” (31 lines added, 31 lines removed)
  • LABS: +++– (19 lines added, 10 lines removed)
  • Small Language Models (SLM): ++++++ (6 lines added, 0 lines removed)
  • XIAO ESP32S3: +++– (12 lines added, 7 lines removed)
  • DSP Spectral Features: +++β€” (21 lines added, 21 lines removed)
  • KWS Feature Engineering: +++β€” (10 lines added, 10 lines removed)
  • Shared: +++β€” (1 lines added, 1 lines removed)
  • Responsible AI: +++– (34 lines added, 25 lines removed)

πŸ“… Published on Sep 12, 2024

πŸ”— View Full Diff β€” 7 files updated (1561 lines added, 86 lines removed)

Major Updates
  • Object Detection: +++++ (1481 lines added, 1 lines removed)
Minor Updates
  • Conclusion: +++β€” (7 lines added, 7 lines removed)
  • ML Operations: +++β€” (2 lines added, 2 lines removed)
  • AI for Good: +++– (8 lines added, 6 lines removed)
  • Image Classification: +++β€” (19 lines added, 19 lines removed)
  • Robust AI: ++β€” (19 lines added, 27 lines removed)
  • Sustainable AI: +++– (25 lines added, 24 lines removed)

πŸ“… Published on Sep 06, 2024

πŸ”— View Full Diff β€” 1 files updated (8 lines added, 10 lines removed)

Minor Updates
  • Responsible AI: ++β€” (8 lines added, 10 lines removed)

πŸ“… Published on Sep 04, 2024

πŸ”— View Full Diff β€” 20 files updated (78 lines added, 82 lines removed)

Minor Updates
  • Introduction: +++β€” (1 lines added, 1 lines removed)
  • Security & Privacy: +++β€” (16 lines added, 16 lines removed)
  • AI for Good: +++β€” (2 lines added, 2 lines removed)
  • Benchmarking AI: +++β€” (4 lines added, 4 lines removed)
  • Conclusion: +++β€” (1 lines added, 1 lines removed)
  • Data Engineering: +++β€” (1 lines added, 1 lines removed)
  • DL Primer: ++β€” (3 lines added, 5 lines removed)
  • AI Frameworks: +++β€” (2 lines added, 2 lines removed)
  • AI Acceleration: ++β€” (20 lines added, 22 lines removed)
  • Image Classification: +++β€” (1 lines added, 1 lines removed)
  • KWS Feature Engineering: +++β€” (1 lines added, 1 lines removed)
  • ML Systems: +++β€” (2 lines added, 2 lines removed)
  • On-Device Learning: +++β€” (2 lines added, 2 lines removed)
  • ML Operations: +++β€” (7 lines added, 7 lines removed)
  • Model Optimizations: +++β€” (3 lines added, 3 lines removed)
  • Responsible AI: +++β€” (1 lines added, 1 lines removed)
  • Robust AI: +++β€” (4 lines added, 4 lines removed)
  • Sustainable AI: +++β€” (3 lines added, 3 lines removed)
  • AI Training: +++β€” (3 lines added, 3 lines removed)
  • Efficient AI: +++β€” (1 lines added, 1 lines removed)

πŸ“… Published on Sep 02, 2024

πŸ”— View Full Diff β€” 5 files updated (218 lines added, 179 lines removed)

Minor Updates
  • AI Acceleration: +++– (61 lines added, 53 lines removed)
  • ML Systems: +++β€” (2 lines added, 2 lines removed)
  • ML Operations: +++– (82 lines added, 56 lines removed)
  • Setup: +++– (44 lines added, 42 lines removed)
  • Image Classification: +++– (29 lines added, 26 lines removed)

πŸ“… Published on Aug 29, 2024

πŸ”— View Full Diff β€” 5 files updated (1568 lines added, 34 lines removed)

Major Updates
  • Image Classification: +++++ (1532 lines added, 1 lines removed)
Minor Updates
  • ML Operations: ++β€” (9 lines added, 11 lines removed)
  • LABS: +++– (15 lines added, 8 lines removed)
  • On-Device Learning: ++β€” (11 lines added, 13 lines removed)
  • KWS Feature Engineering: +++β€” (1 lines added, 1 lines removed)

πŸ“… Published on Aug 27, 2024

πŸ”— View Full Diff β€” 10 files updated (225 lines added, 245 lines removed)

Major Updates
  • Model Optimizations: ++β€” (99 lines added, 154 lines removed)
Minor Updates
  • Benchmarking AI: ++β€” (16 lines added, 20 lines removed)
  • Efficient AI: +++– (39 lines added, 23 lines removed)
  • AI Frameworks: ++++- (19 lines added, 8 lines removed)
  • Security & Privacy: +++β€” (12 lines added, 12 lines removed)
  • ML Operations: ++β€” (3 lines added, 5 lines removed)
  • LABS: ++++- (16 lines added, 7 lines removed)
  • XIAO ESP32S3: +++– (11 lines added, 6 lines removed)
  • AI Acceleration: +++β€” (8 lines added, 8 lines removed)
  • Sustainable AI: +++β€” (2 lines added, 2 lines removed)

πŸ“… Published on Aug 22, 2024

πŸ”— View Full Diff β€” 6 files updated (14 lines added, 21 lines removed)

Minor Updates
  • LABS: ++β€”- (8 lines added, 16 lines removed)
  • Setup: ++++– (2 lines added, 1 lines removed)
  • Raspberry Pi: +++β€” (1 lines added, 1 lines removed)
  • AI for Good: +++β€” (1 lines added, 1 lines removed)
  • AI Acceleration: +++β€” (1 lines added, 1 lines removed)
  • Sustainable AI: +++β€” (1 lines added, 1 lines removed)

πŸ“… Published on Aug 21, 2024

πŸ”— View Full Diff β€” 18 files updated (720 lines added, 1217 lines removed)

Major Updates
  • DSP Spectral Features: β€”β€” (0 lines added, 623 lines removed)
  • Image Classification: β€”β€” (0 lines added, 518 lines removed)
  • Setup: ++++++ (576 lines added, 0 lines removed)
Minor Updates
  • Model Optimizations: +++β€” (18 lines added, 18 lines removed)
  • LABS: +++– (22 lines added, 12 lines removed)
  • Getting Started: ++++- (27 lines added, 13 lines removed)
  • Image Classification: ++++++ (5 lines added, 0 lines removed)
  • Small Language Models (SLM): ++++++ (6 lines added, 0 lines removed)
  • Object Detection: ++++++ (4 lines added, 0 lines removed)
  • Raspberry Pi: ++++++ (29 lines added, 0 lines removed)
  • Data Engineering: +++β€” (7 lines added, 7 lines removed)
  • AI Frameworks: +++β€” (1 lines added, 1 lines removed)
  • AI Acceleration: +++β€” (3 lines added, 3 lines removed)
  • On-Device Learning: +++β€” (5 lines added, 5 lines removed)
  • ML Operations: +++β€” (1 lines added, 1 lines removed)
  • Security & Privacy: +++β€” (3 lines added, 3 lines removed)
  • AI Training: +++β€” (12 lines added, 12 lines removed)
  • ML Systems: +++β€” (1 lines added, 1 lines removed)

πŸ“… Published on Aug 15, 2024

πŸ”— View Full Diff β€” 3 files updated (3 lines added, 6 lines removed)

Minor Updates
  • AI Acceleration: +++β€” (1 lines added, 1 lines removed)
  • ML Operations: +β€”- (1 lines added, 3 lines removed)
  • Security & Privacy: ++β€”- (1 lines added, 2 lines removed)

πŸ“… Published on Aug 15, 2024

πŸ”— View Full Diff β€” 22 files updated (363 lines added, 239 lines removed)

Minor Updates
  • Robust AI: +++β€” (8 lines added, 8 lines removed)
  • ML Operations: +++– (26 lines added, 16 lines removed)
  • Security & Privacy: +++– (72 lines added, 45 lines removed)
  • AI Training: +++– (70 lines added, 38 lines removed)
  • AI for Good: +++β€” (2 lines added, 2 lines removed)
  • Benchmarking AI: +++β€” (10 lines added, 10 lines removed)
  • Data Engineering: +++β€” (10 lines added, 10 lines removed)
  • DL Primer: +++β€” (8 lines added, 8 lines removed)
  • Efficient AI: +++β€” (3 lines added, 3 lines removed)
  • AI Frameworks: +++β€” (11 lines added, 11 lines removed)
  • AI Acceleration: ++++- (62 lines added, 29 lines removed)
  • Image Classification: +++β€” (1 lines added, 1 lines removed)
  • Introduction: +++β€” (4 lines added, 4 lines removed)
  • Image Classification: +++β€” (1 lines added, 1 lines removed)
  • ML Systems: +++β€” (5 lines added, 5 lines removed)
  • On-Device Learning: +++– (28 lines added, 15 lines removed)
  • Model Optimizations: +++β€” (10 lines added, 10 lines removed)
  • Responsible AI: +++– (20 lines added, 11 lines removed)
  • Sustainable AI: +++β€” (7 lines added, 7 lines removed)
  • AI Workflow: +++β€” (3 lines added, 3 lines removed)
  • Keyword Spotting (KWS): +++β€” (1 lines added, 1 lines removed)
  • Image Classification: +++β€” (1 lines added, 1 lines removed)

πŸ“… Published on Aug 15, 2024

πŸ”— View Full Diff β€” 3 files updated (188 lines added, 164 lines removed)

Major Updates
  • AI Training: +++– (173 lines added, 152 lines removed)
Minor Updates
  • Efficient AI: +++– (13 lines added, 10 lines removed)
  • AI Frameworks: +++β€” (2 lines added, 2 lines removed)

πŸ“… Published on Aug 06, 2024

πŸ”— View Full Diff β€” 14 files updated (279 lines added, 279 lines removed)

Minor Updates
  • DSP Spectral Features: +++β€” (21 lines added, 21 lines removed)
  • Image Classification: +++β€” (49 lines added, 49 lines removed)
  • Image Classification: +++β€” (49 lines added, 49 lines removed)
  • Keyword Spotting (KWS): +++β€” (26 lines added, 26 lines removed)
  • Motion Classification and Anomaly Detection: +++β€” (32 lines added, 32 lines removed)
  • Object Detection: +++β€” (34 lines added, 34 lines removed)
  • Setup: +++β€” (30 lines added, 30 lines removed)
  • Image Classification: +++β€” (2 lines added, 2 lines removed)
  • Keyword Spotting (KWS): +++β€” (1 lines added, 1 lines removed)
  • Motion Classification and Anomaly Detection: +++β€” (1 lines added, 1 lines removed)
  • Object Detection: +++β€” (1 lines added, 1 lines removed)
  • Setup: +++β€” (4 lines added, 4 lines removed)
  • DSP Spectral Features: +++β€” (21 lines added, 21 lines removed)
  • KWS Feature Engineering: +++β€” (8 lines added, 8 lines removed)

πŸ“… Published on Aug 06, 2024

πŸ”— View Full Diff β€” 27 files updated (1182 lines added, 810 lines removed)

Major Updates
  • AI Frameworks: +++– (225 lines added, 133 lines removed)
  • Data Engineering: +++– (217 lines added, 164 lines removed)
Minor Updates
  • ML Operations: +++– (57 lines added, 33 lines removed)
  • Robust AI: +++– (92 lines added, 64 lines removed)
  • AI Workflow: +++– (93 lines added, 53 lines removed)
  • DL Primer: ++++- (82 lines added, 39 lines removed)
  • Security & Privacy: +++– (78 lines added, 69 lines removed)
  • Image Classification: +++β€” (4 lines added, 4 lines removed)
  • Image Classification: +++β€” (4 lines added, 4 lines removed)
  • Setup: +++β€” (1 lines added, 1 lines removed)
  • Object Detection: +++β€” (1 lines added, 1 lines removed)
  • AI for Good: +++– (7 lines added, 4 lines removed)
  • AI Acceleration: +++β€” (11 lines added, 11 lines removed)
  • Keyword Spotting (KWS): +++β€” (2 lines added, 2 lines removed)
  • On-Device Learning: +++– (55 lines added, 33 lines removed)
  • Responsible AI: +++– (6 lines added, 4 lines removed)
  • AI Training: +++– (52 lines added, 35 lines removed)
  • Efficient AI: +++– (69 lines added, 52 lines removed)
  • ML Systems: +++– (48 lines added, 36 lines removed)
  • Model Optimizations: +++– (58 lines added, 49 lines removed)
  • Nicla Vision: +++β€” (2 lines added, 2 lines removed)
  • Shared: +++β€” (1 lines added, 1 lines removed)
  • Benchmarking AI: +++β€” (5 lines added, 5 lines removed)
  • XIAO ESP32S3: +++β€” (1 lines added, 1 lines removed)
  • Sustainable AI: +++– (9 lines added, 8 lines removed)
  • Introduction: +++β€” (1 lines added, 1 lines removed)
  • Keyword Spotting (KWS): +++β€” (1 lines added, 1 lines removed)

πŸ“… Published on Jun 25, 2024

πŸ”— View Full Diff β€” 1 files updated (1 lines added, 1 lines removed)

Minor Updates
  • DL Primer: +++β€” (1 lines added, 1 lines removed)

πŸ“… Published on Jun 20, 2024

πŸ”— View Full Diff β€” 2 files updated (4 lines added, 5 lines removed)

Minor Updates
  • ML Systems: ++β€” (2 lines added, 3 lines removed)
  • Shared: +++β€” (2 lines added, 2 lines removed)

πŸ“… Published on Jun 19, 2024

πŸ”— View Full Diff β€” 58 files updated (6625 lines added, 2899 lines removed)

Major Updates
  • Benchmarking AI: +++– (341 lines added, 332 lines removed)
  • Introduction: +++++ (199 lines added, 15 lines removed)
  • Image Classification: +++++ (547 lines added, 21 lines removed)
  • Image Classification: +++++ (388 lines added, 53 lines removed)
  • Keyword Spotting (KWS): +++++ (711 lines added, 70 lines removed)
  • Motion Classification and Anomaly Detection: +++++ (555 lines added, 63 lines removed)
  • Object Detection: +++++ (380 lines added, 28 lines removed)
  • Setup: +++++ (291 lines added, 55 lines removed)
  • KWS Feature Engineering: +++β€” (149 lines added, 149 lines removed)
  • Kws Nicla: +++β€” (373 lines added, 373 lines removed)
  • Motion Classify Ad: +++β€” (412 lines added, 412 lines removed)
  • Niclav Sys: +++β€” (311 lines added, 311 lines removed)
  • Object Detection Fomo: β€”β€” (0 lines added, 313 lines removed)
  • DSP Spectral Features: ++++++ (619 lines added, 0 lines removed)
  • Object Detection Fomo: ++++++ (313 lines added, 0 lines removed)
Minor Updates
  • Data Engineering: +++– (26 lines added, 24 lines removed)
  • AI Acceleration: +++– (22 lines added, 18 lines removed)
  • Model Optimizations: +++β€” (9 lines added, 9 lines removed)
  • Robust AI: +++– (51 lines added, 48 lines removed)
  • Acknowledgements: +++++- (5 lines added, 1 lines removed)
  • AI for Good: +++– (16 lines added, 14 lines removed)
  • Conclusion: +++β€” (7 lines added, 7 lines removed)
  • DL Primer: ++β€” (26 lines added, 27 lines removed)
  • Efficient AI: +++β€” (8 lines added, 8 lines removed)
  • AI Frameworks: +++– (41 lines added, 30 lines removed)
  • Image Classification: +++β€” (17 lines added, 17 lines removed)
  • Keyword Spotting (KWS): +++– (44 lines added, 32 lines removed)
  • Motion Classification and Anomaly Detection: +++– (58 lines added, 50 lines removed)
  • Nicla Vision: +++– (52 lines added, 41 lines removed)
  • Object Detection: +++– (20 lines added, 16 lines removed)
  • Setup: +++– (24 lines added, 18 lines removed)
  • Getting Started: ++++- (81 lines added, 20 lines removed)
  • KWS Feature Engineering: +++– (45 lines added, 41 lines removed)
  • ML Systems: ++++- (108 lines added, 34 lines removed)
  • On-Device Learning: ++β€” (20 lines added, 21 lines removed)
  • ML Operations: +++– (28 lines added, 26 lines removed)
  • Security & Privacy: +++β€” (17 lines added, 17 lines removed)
  • Responsible AI: +++– (47 lines added, 45 lines removed)
  • Sustainable AI: +++– (16 lines added, 13 lines removed)
  • AI Training: +++– (46 lines added, 44 lines removed)
  • AI Workflow: +++– (13 lines added, 12 lines removed)
  • DSP Spectral Features: +++++- (5 lines added, 1 lines removed)
  • XIAO ESP32S3: ++++- (34 lines added, 12 lines removed)
  • LABS: ++++- (115 lines added, 50 lines removed)
  • DSP Spectral Features: +++β€” (1 lines added, 1 lines removed)
  • Shared: ++++++ (11 lines added, 0 lines removed)
  • Kws}: +++β€” (1 lines added, 1 lines removed)
  • Motion Classification}: +++β€” (1 lines added, 1 lines removed)
  • Object Detection}: +++β€” (1 lines added, 1 lines removed)
  • Setup}: +++β€” (1 lines added, 1 lines removed)
  • DSP Spectral Features: (0 lines added, 0 lines removed)
  • KWS Feature Engineering: (0 lines added, 0 lines removed)
  • Generative AI: +++β€” (3 lines added, 3 lines removed)
  • Nicla Vision}: (0 lines added, 0 lines removed)
  • Xiao Esp32S3}: (0 lines added, 0 lines removed)
  • Xiao Esp32S3}: (0 lines added, 0 lines removed)
  • Arduino Niclavision: ++++++ (13 lines added, 0 lines removed)
  • Seeed Xiao Esp32S3: ++++++ (3 lines added, 0 lines removed)

πŸ“… Published on Jun 11, 2024

πŸ”— View Full Diff β€” 18 files updated (518 lines added, 204 lines removed)

Minor Updates
  • AI Acceleration: ++++- (39 lines added, 13 lines removed)
  • AI for Good: ++++- (34 lines added, 14 lines removed)
  • Benchmarking AI: +++– (15 lines added, 9 lines removed)
  • Data Engineering: +++– (24 lines added, 17 lines removed)
  • DL Primer: ++++- (41 lines added, 12 lines removed)
  • Efficient AI: ++++- (9 lines added, 3 lines removed)
  • AI Frameworks: +++– (16 lines added, 10 lines removed)
  • ML Systems: ++++- (13 lines added, 6 lines removed)
  • On-Device Learning: ++++- (33 lines added, 12 lines removed)
  • ML Operations: +++++ (46 lines added, 9 lines removed)
  • Model Optimizations: ++++- (24 lines added, 11 lines removed)
  • Security & Privacy: ++++- (39 lines added, 16 lines removed)
  • Responsible AI: ++++- (18 lines added, 5 lines removed)
  • Robust AI: +++– (25 lines added, 15 lines removed)
  • Sustainable AI: +++– (14 lines added, 8 lines removed)
  • AI Training: ++++- (105 lines added, 34 lines removed)
  • AI Workflow: ++++- (10 lines added, 4 lines removed)
  • Generative AI: ++++- (13 lines added, 6 lines removed)

πŸ“… Published on Jun 01, 2024

πŸ”— View Full Diff β€” 19 files updated (401 lines added, 404 lines removed)

Minor Updates
  • AI for Good: +++β€” (23 lines added, 23 lines removed)
  • Benchmarking AI: +++β€” (21 lines added, 21 lines removed)
  • Data Engineering: +++β€” (34 lines added, 34 lines removed)
  • DL Primer: ++β€” (28 lines added, 30 lines removed)
  • AI Frameworks: +++β€” (27 lines added, 27 lines removed)
  • AI Acceleration: +++β€” (16 lines added, 16 lines removed)
  • ML Systems: +++β€” (17 lines added, 17 lines removed)
  • On-Device Learning: +++– (29 lines added, 28 lines removed)
  • ML Operations: +++β€” (15 lines added, 15 lines removed)
  • Model Optimizations: +++β€” (30 lines added, 30 lines removed)
  • Security & Privacy: +++β€” (21 lines added, 21 lines removed)
  • Robust AI: ++β€” (38 lines added, 40 lines removed)
  • Sustainable AI: +++β€” (21 lines added, 21 lines removed)
  • AI Training: +++β€” (39 lines added, 39 lines removed)
  • Efficient AI: +++– (12 lines added, 11 lines removed)
  • Generative AI: ++β€”- (1 lines added, 2 lines removed)
  • Responsible AI: +++β€” (10 lines added, 10 lines removed)
  • AI Workflow: +++β€” (10 lines added, 10 lines removed)
  • Introduction: +++β€” (9 lines added, 9 lines removed)

πŸ“… Published on May 26, 2024

πŸ”— View Full Diff β€” 29 files updated (9908 lines added, 8688 lines removed)

Major Updates
  • Model Optimizations: +++– (174 lines added, 114 lines removed)
  • Robust AI: +++– (5894 lines added, 4852 lines removed)
  • Conclusion: ++++- (307 lines added, 150 lines removed)
  • DL Primer: +++– (167 lines added, 140 lines removed)
  • On-Device Learning: +++– (215 lines added, 159 lines removed)
  • Sustainable AI: +++– (238 lines added, 218 lines removed)
  • Efficient AI: +++– (115 lines added, 106 lines removed)
  • Data Engineering: ++β€” (212 lines added, 218 lines removed)
  • AI Training: +++– (372 lines added, 276 lines removed)
  • AI Frameworks: +++– (252 lines added, 248 lines removed)
  • ML Operations: +++– (310 lines added, 276 lines removed)
  • Security & Privacy: +++– (297 lines added, 266 lines removed)
  • Benchmarking AI: +++– (247 lines added, 225 lines removed)
  • AI Acceleration: +++– (300 lines added, 285 lines removed)
  • ML Systems: —– (82 lines added, 456 lines removed)
  • Responsible AI: +++– (126 lines added, 124 lines removed)
  • Embedded Ml: —– (15 lines added, 306 lines removed)
  • Ml Systems}: +++++ (248 lines added, 21 lines removed)
Minor Updates
  • Acknowledgements: +++++ (37 lines added, 6 lines removed)
  • AI Workflow: +++– (54 lines added, 52 lines removed)
  • AI for Good: +++– (104 lines added, 80 lines removed)
  • Generative AI: +++β€” (2 lines added, 2 lines removed)
  • Introduction: ++++- (49 lines added, 24 lines removed)
  • DSP Spectral Features: +++β€” (5 lines added, 5 lines removed)
  • Image Classification: +++β€” (10 lines added, 10 lines removed)
  • KWS Feature Engineering: +++β€” (34 lines added, 34 lines removed)
  • Motion Classify Ad: +++β€” (26 lines added, 26 lines removed)
  • Niclav Sys: +++β€” (6 lines added, 6 lines removed)
  • Embedded Sys: ++++- (10 lines added, 3 lines removed)

πŸ“… Published on Mar 21, 2024

πŸ”— View Full Diff β€” 17 files updated (860 lines added, 374 lines removed)

Minor Updates
  • Data Engineering: +++– (65 lines added, 36 lines removed)
  • AI for Good: ++++- (38 lines added, 15 lines removed)
  • Benchmarking AI: ++++- (40 lines added, 18 lines removed)
  • DL Primer: +++– (48 lines added, 28 lines removed)
  • Efficient AI: +++++ (39 lines added, 5 lines removed)
  • Embedded Ml: ++++- (83 lines added, 31 lines removed)
  • Embedded Sys: +++– (48 lines added, 37 lines removed)
  • AI Frameworks: ++++- (57 lines added, 25 lines removed)
  • AI Acceleration: +++++ (29 lines added, 3 lines removed)
  • On-Device Learning: ++++- (53 lines added, 22 lines removed)
  • ML Operations: ++++- (74 lines added, 22 lines removed)
  • Model Optimizations: +++– (54 lines added, 32 lines removed)
  • Security & Privacy: ++++– (44 lines added, 22 lines removed)
  • Responsible AI: ++++- (44 lines added, 21 lines removed)
  • Sustainable AI: ++++- (42 lines added, 19 lines removed)
  • AI Training: ++++- (61 lines added, 20 lines removed)
  • AI Workflow: ++++- (41 lines added, 18 lines removed)

πŸ“… Published on Mar 12, 2024

πŸ”— View Full Diff β€” 0 files updated (0 lines added, 0 lines removed)

πŸ“… Published on Mar 12, 2024

πŸ”— View Full Diff β€” 18 files updated (606 lines added, 290 lines removed)

Minor Updates
  • AI Acceleration: ++β€” (21 lines added, 32 lines removed)
  • Niclav Sys: +++β€” (6 lines added, 6 lines removed)
  • Embedded Ml: +++– (53 lines added, 41 lines removed)
  • AI Frameworks: ++++- (66 lines added, 23 lines removed)
  • Data Engineering: ++++- (94 lines added, 34 lines removed)
  • AI for Good: ++++- (17 lines added, 6 lines removed)
  • Benchmarking AI: +++– (32 lines added, 18 lines removed)
  • DL Primer: +++++ (25 lines added, 1 lines removed)
  • Embedded Sys: +++++ (21 lines added, 2 lines removed)
  • On-Device Learning: ++++- (23 lines added, 5 lines removed)
  • ML Operations: +++– (47 lines added, 29 lines removed)
  • Security & Privacy: ++++- (29 lines added, 12 lines removed)
  • Responsible AI: +++++ (18 lines added, 1 lines removed)
  • Sustainable AI: +++– (49 lines added, 34 lines removed)
  • AI Training: ++++- (22 lines added, 6 lines removed)
  • AI Workflow: ++++- (28 lines added, 13 lines removed)
  • Model Optimizations: ++++- (50 lines added, 22 lines removed)
  • Efficient AI: +++β€” (5 lines added, 5 lines removed)

πŸ“… Published on Feb 03, 2024

πŸ”— View Full Diff β€” 8 files updated (35 lines added, 35 lines removed)

Minor Updates
  • Benchmarking AI: ++β€” (3 lines added, 5 lines removed)
  • On-Device Learning: +++– (8 lines added, 6 lines removed)
  • ML Operations: +++β€” (1 lines added, 1 lines removed)
  • Security & Privacy: +++β€” (4 lines added, 4 lines removed)
  • AI Acceleration: +++β€” (3 lines added, 3 lines removed)
  • DL Primer: +++β€” (1 lines added, 1 lines removed)
  • AI for Good: +++β€” (4 lines added, 4 lines removed)
  • Sustainable AI: +++β€” (11 lines added, 11 lines removed)

πŸ“… Published on Feb 02, 2024

πŸ”— View Full Diff β€” 14 files updated (310 lines added, 315 lines removed)

Minor Updates
  • AI for Good: +++– (7 lines added, 6 lines removed)
  • AI Acceleration: ++β€” (51 lines added, 59 lines removed)
  • ML Operations: +++– (34 lines added, 24 lines removed)
  • Security & Privacy: +++β€” (39 lines added, 39 lines removed)
  • Sustainable AI: ++β€” (42 lines added, 44 lines removed)
  • Data Engineering: +++– (18 lines added, 12 lines removed)
  • Responsible AI: ++β€” (9 lines added, 10 lines removed)
  • Benchmarking AI: ++β€” (31 lines added, 36 lines removed)
  • Model Optimizations: ++β€” (34 lines added, 36 lines removed)
  • On-Device Learning: ++β€” (27 lines added, 31 lines removed)
  • Embedded Sys: +++β€” (1 lines added, 1 lines removed)
  • AI Training: +++β€” (12 lines added, 12 lines removed)
  • Embedded Ml: +++β€” (1 lines added, 1 lines removed)
  • DL Primer: +++β€” (4 lines added, 4 lines removed)

πŸ“… Published on Jan 02, 2024

πŸ”— View Full Diff β€” 2 files updated (1 lines added, 3 lines removed)

Minor Updates
  • Niclav Sys: β€”β€” (0 lines added, 2 lines removed)
  • AI Frameworks: +++β€” (1 lines added, 1 lines removed)

2023 Changes

πŸ“… Published on Dec 19, 2023

πŸ”— View Full Diff β€” 1 files updated (135 lines added, 103 lines removed)

Major Updates
  • Model Optimizations: +++– (135 lines added, 103 lines removed)

πŸ“… Published on Dec 18, 2023

πŸ”— View Full Diff β€” 3 files updated (43 lines added, 19 lines removed)

Minor Updates
  • Benchmarking AI: +++β€” (2 lines added, 2 lines removed)
  • Sustainable AI: ++++- (35 lines added, 11 lines removed)
  • Model Optimizations: +++β€” (6 lines added, 6 lines removed)

πŸ“… Published on Dec 13, 2023

πŸ”— View Full Diff β€” 1 files updated (1 lines added, 1 lines removed)

Minor Updates
  • AI Frameworks: +++β€” (1 lines added, 1 lines removed)

πŸ“… Published on Dec 13, 2023

πŸ”— View Full Diff β€” 1 files updated (1 lines added, 1 lines removed)

Minor Updates
  • Efficient AI: +++β€” (1 lines added, 1 lines removed)

πŸ“… Published on Dec 12, 2023

πŸ”— View Full Diff β€” 1 files updated (2 lines added, 2 lines removed)

Minor Updates
  • Benchmarking AI: +++β€” (2 lines added, 2 lines removed)

πŸ“… Published on Dec 12, 2023

πŸ”— View Full Diff β€” 2 files updated (2 lines added, 2 lines removed)

Minor Updates
  • AI Training: +++β€” (1 lines added, 1 lines removed)
  • Model Optimizations: +++β€” (1 lines added, 1 lines removed)

πŸ“… Published on Dec 12, 2023

πŸ”— View Full Diff β€” 1 files updated (1 lines added, 1 lines removed)

Minor Updates
  • Model Optimizations: +++β€” (1 lines added, 1 lines removed)

πŸ“… Published on Dec 11, 2023

πŸ”— View Full Diff β€” 0 files updated (0 lines added, 0 lines removed)

πŸ“… Published on Dec 11, 2023

πŸ”— View Full Diff β€” 10 files updated (18 lines added, 121 lines removed)

Minor Updates
  • DL Primer: β€”β€” (0 lines added, 12 lines removed)
  • AI Training: ++++++ (6 lines added, 0 lines removed)
  • Generative AI: —– (2 lines added, 61 lines removed)
  • Robust AI: —– (2 lines added, 40 lines removed)
  • Benchmarking AI: +++β€” (3 lines added, 3 lines removed)
  • Data Engineering: +++β€” (1 lines added, 1 lines removed)
  • Embedded Ml: +++β€” (1 lines added, 1 lines removed)
  • Embedded Sys: +++β€” (1 lines added, 1 lines removed)
  • AI Acceleration: +++β€” (1 lines added, 1 lines removed)
  • On-Device Learning: +++β€” (1 lines added, 1 lines removed)

πŸ“… Published on Dec 11, 2023

πŸ”— View Full Diff β€” 10 files updated (36 lines added, 36 lines removed)

Minor Updates
  • Benchmarking AI: +++β€” (4 lines added, 4 lines removed)
  • Data Engineering: +++β€” (4 lines added, 4 lines removed)
  • Embedded Sys: +++β€” (5 lines added, 5 lines removed)
  • AI Frameworks: +++β€” (4 lines added, 4 lines removed)
  • AI Acceleration: +++β€” (3 lines added, 3 lines removed)
  • Image Classification: +++β€” (2 lines added, 2 lines removed)
  • Kws Nicla: +++β€” (1 lines added, 1 lines removed)
  • Model Optimizations: +++β€” (3 lines added, 3 lines removed)
  • Responsible AI: +++β€” (9 lines added, 9 lines removed)
  • AI Workflow: +++β€” (1 lines added, 1 lines removed)

πŸ“… Published on Dec 11, 2023

πŸ”— View Full Diff β€” 26 files updated (137 lines added, 32 lines removed)

Minor Updates
  • Efficient AI: ++++- (9 lines added, 3 lines removed)
  • AI Frameworks: +++++- (5 lines added, 1 lines removed)
  • Model Optimizations: +++– (15 lines added, 11 lines removed)
  • AI Acceleration: +++– (20 lines added, 17 lines removed)
  • AI for Good: ++++++ (4 lines added, 0 lines removed)
  • Benchmarking AI: ++++++ (4 lines added, 0 lines removed)
  • Data Engineering: ++++++ (4 lines added, 0 lines removed)
  • DL Primer: ++++++ (4 lines added, 0 lines removed)
  • DSP Spectral Features: ++++++ (4 lines added, 0 lines removed)
  • Embedded Ml: ++++++ (4 lines added, 0 lines removed)
  • Embedded Sys: ++++++ (4 lines added, 0 lines removed)
  • Generative AI: ++++++ (4 lines added, 0 lines removed)
  • Image Classification: ++++++ (4 lines added, 0 lines removed)
  • KWS Feature Engineering: ++++++ (4 lines added, 0 lines removed)
  • Kws Nicla: ++++++ (4 lines added, 0 lines removed)
  • Motion Classify Ad: ++++++ (4 lines added, 0 lines removed)
  • Niclav Sys: ++++++ (4 lines added, 0 lines removed)
  • Object Detection Fomo: ++++++ (4 lines added, 0 lines removed)
  • On-Device Learning: ++++++ (4 lines added, 0 lines removed)
  • ML Operations: ++++++ (4 lines added, 0 lines removed)
  • Security & Privacy: ++++++ (4 lines added, 0 lines removed)
  • Responsible AI: ++++++ (4 lines added, 0 lines removed)
  • Robust AI: ++++++ (4 lines added, 0 lines removed)
  • Sustainable AI: ++++++ (4 lines added, 0 lines removed)
  • AI Training: ++++++ (4 lines added, 0 lines removed)
  • AI Workflow: ++++++ (4 lines added, 0 lines removed)

πŸ“… Published on Dec 10, 2023

πŸ”— View Full Diff β€” 1 files updated (7 lines added, 7 lines removed)

Minor Updates
  • AI Training: +++β€” (7 lines added, 7 lines removed)

πŸ“… Published on Dec 10, 2023

πŸ”— View Full Diff β€” 26 files updated (12807 lines added, 364 lines removed)

Major Updates
  • AI for Good: +++++ (208 lines added, 1 lines removed)
  • Benchmarking AI: +++++ (796 lines added, 11 lines removed)
  • Data Engineering: +++++ (436 lines added, 12 lines removed)
  • DL Primer: +++++ (239 lines added, 1 lines removed)
  • DSP Spectral Features: +++++ (636 lines added, 21 lines removed)
  • Embedded Ml: +++++ (278 lines added, 5 lines removed)
  • Embedded Sys: +++++ (393 lines added, 2 lines removed)
  • AI Frameworks: +++++ (708 lines added, 11 lines removed)
  • AI Acceleration: +++++ (1021 lines added, 12 lines removed)
  • Image Classification: +++++ (563 lines added, 49 lines removed)
  • Kws Nicla: +++++ (395 lines added, 26 lines removed)
  • Motion Classify Ad: +++++ (440 lines added, 32 lines removed)
  • Niclav Sys: +++++ (339 lines added, 30 lines removed)
  • Object Detection Fomo: +++++ (343 lines added, 34 lines removed)
  • On-Device Learning: +++++ (659 lines added, 13 lines removed)
  • ML Operations: +++++ (827 lines added, 9 lines removed)
  • Model Optimizations: +++++ (895 lines added, 41 lines removed)
  • Security & Privacy: +++++ (1072 lines added, 17 lines removed)
  • Responsible AI: +++++ (449 lines added, 5 lines removed)
  • Sustainable AI: +++++ (627 lines added, 10 lines removed)
  • AI Training: +++++ (932 lines added, 6 lines removed)
Minor Updates
  • Efficient AI: +++++ (179 lines added, 5 lines removed)
  • Generative AI: +++++ (72 lines added, 1 lines removed)
  • KWS Feature Engineering: +++++ (153 lines added, 8 lines removed)
  • AI Workflow: +++++ (97 lines added, 2 lines removed)
  • Robust AI: ++++++ (50 lines added, 0 lines removed)