Li Hongyi: The next step in machine learning

Teacher Li Hongyi’s latest machine learning video tutorial in 2019

• Chapter 1：The Next Step for Machine Learning (15 minutes and 26 seconds)

• Chapter 2：Anomaly Detection (1) (13 minutes and 22 seconds)

• Chapter 3：Anomaly Detection (2) (14 minutes and 9 seconds)

• Chapter 4：Anomaly Detection (3) (14 minutes and 4 seconds)

• Chapter 5：Anomaly Detection (4) (4 minutes and 6 seconds)

• Chapter 6：Anomaly Detection (5) (12 minutes and 17 seconds)

• Chapter 7：Anomaly Detection (6) (12 minutes and 18 seconds)

• Chapter 8：Anomaly Detection (7) (6 minutes and 1 seconds)

• Chapter 9：Attack ML Models (1) (6 minutes and 5 seconds)

• Chapter 10：Attack ML Models (2) (11 minutes and 41 seconds)

• Chapter 11：Attack ML Models (3) (7 minutes and 2 seconds)

• Chapter 12：Attack ML Models (4) (8 minutes and 11 seconds)

• Chapter 13：Attack ML Models (5) (6 minutes and 37 seconds)

• Chapter 14：Attack ML Models (6) (9 minutes and 25 seconds)

• Chapter 15：Attack ML Models (7) (8 minutes and 2 seconds)

• Chapter 16：Attack ML Models (8) (10 minutes and 10 seconds)

• Chapter 17：Explainable ML (1) (13 minutes and 50 seconds)

• Chapter 18：Explainable ML (2) (14 minutes and 7 seconds)

• Chapter 19：Explainable ML (3) (6 minutes and 6 seconds)

• Chapter 20：Explainable ML (4) (7 minutes and 14 seconds)

• Chapter 21：Explainable ML (5) (8 minutes and 11 seconds)

• Chapter 22：Explainable ML (6) (7 minutes and 26 seconds)

• Chapter 23：Explainable ML (7) (8 minutes and 2 seconds)

• Chapter 24：Explainable ML (8) (7 minutes and 15 seconds)

• Chapter 25：Life Long Learning (1) (13 minutes and 50 seconds)

• Chapter 26：Life Long Learning (2) (7 minutes and 24 seconds)

• Chapter 27：Life Long Learning (3) (12 minutes and 3 seconds)

• Chapter 28：Life Long Learning (4) (4 minutes and 38 seconds)

• Chapter 29：Life Long Learning (5) (3 minutes and 18 seconds)

• Chapter 30：Life Long Learning (6) (14 minutes and 14 seconds)

• Chapter 31：Life Long Learning (7) (11 minutes and 33 seconds)

• Chapter 32：Meta Learning – MAML (1) (7 minutes and 40 seconds)

• Chapter 33：Meta Learning – MAML (2) (7 minutes and 51 seconds)

• Chapter 34：Meta Learning – MAML (3) (10 minutes and 20 seconds)

• Chapter 35：Meta Learning – MAML (4) (5 minutes and 13 seconds)

• Chapter 36：Meta Learning – MAML (5) (13 minutes and 21 seconds)

• Chapter 37：Meta Learning – MAML (6) (6 minutes and 31 seconds)

• Chapter 38：Meta Learning – MAML (7) (8 minutes and 53 seconds)

• Chapter 39：Meta Learning – MAML (8) (5 minutes and 10 seconds)

• Chapter 40：Meta Learning – MAML (9) (6 minutes and 52 seconds)

• Chapter 41：Meta Learning - Gradient Descent as LSTM (1) (11 minutes and 39 seconds)

• Chapter 42：Meta Learning - Gradient Descent as LSTM (2) (10 minutes and 4 seconds)

• Chapter 43：Meta Learning - Gradient Descent as LSTM (3) (10 minutes and 38 seconds)

• Chapter 44：Meta Learning – Metric-based (1) (10 minutes and 29 seconds)

• Chapter 45：Meta Learning – Metric-based (2) (5 minutes and 13 seconds)

• Chapter 46：Meta Learning – Metric-based (3) (11 minutes and 28 seconds)

• Chapter 47：Meta Learning - Train+Test as RNN (7 minutes and 46 seconds)

• Chapter 48：More about Auto-encoder (1) (13 minutes and 38 seconds)

• Chapter 49：More about Auto-encoder (2) (6 minutes and 10 seconds)

• Chapter 50：More about Auto-encoder (3) (12 minutes and 28 seconds)

• Chapter 51：More about Auto-encoder (4) (14 minutes and 51 seconds)

• Chapter 52：Network Compression (1) (8 minutes and 22 seconds)

• Chapter 53：Network Compression (2) (12 minutes and 42 seconds)

• Chapter 54：Network Compression (3) (8 minutes and 31 seconds)

• Chapter 55：Network Compression (4) (6 minutes and 36 seconds)

• Chapter 56：Network Compression (5) (11 minutes and 51 seconds)

• Chapter 57：Network Compression (6) (13 minutes and 7 seconds)

• Chapter 58：GAN (Quick Review) (38 minutes and 3 seconds)

• Chapter 59：Flow-based Generative Model (1 hours and 7 minutes and 51 seconds)

• Chapter 60：Transformer (49 minutes and 31 seconds)

• Chapter 61：ELMO, BERT, GPT (1 hours and 4 minutes and 51 seconds)