Learn · Neural Networks for Computer Vision and Natural Language Processing

Lecture 4 of 47Week 1: Introduction to Machine Learning

Logistics Regression

Prof Arijit Sur · IIT Guwahati

Credits and licence

From
Neural Networks for Computer Vision and Natural Language Processing, IIT Guwahati (at NPTEL)
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only.
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge.
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All the lectures

  1. Introduction to Learning Video
  2. Supervised Learning (Regression) Video
  3. Gradient Descent Video
  4. Logistics Regression Video
  5. Optimization for supervised models Video
  6. Neural Network - I (Single Layer Perceptron) Video
  7. Neural Network - II (Multi Layer Perceptron) Video
  8. Neural Network – III (Training of the Multi Layer Perceptron) Video
  9. Introduction to Deep Learning - I Video
  10. Introduction to Deep Learning - II Video
  11. Introduction to Deep Learning - III Video
  12. Computer Vision Through Machine Learning Video
  13. Natural Language Processing Through Machine Learning Video
  14. Convolutional Neural Network - I Video
  15. Convolutional Neural Network - II (Model Architecture) Video
  16. Optimizing Convolutional Neural Network Video
  17. Optimizing Convolutional Neural Network - II Video
  18. Optimizing Convolutional Neural Network - III Video
  19. CNN With Residual Connections - ResNet Video
  20. Recurrent Neural Network - I Video
  21. Recurrent Neural Network - II Video
  22. LSTM Video
  23. Sequential Modelling (Part - II) Video
  24. Generative AI Video
  25. Generative Modelling Video
  26. Generative Adversarial Network Video
  27. Generative Adversarial Network - II Video
  28. Variational Auto-Encoder - I Video
  29. Variational Auto-Encoder - II Video
  30. Diffusion Model - I Video
  31. Diffusion Model - II Video
  32. Auto-Regressive Models Video
  33. Transormers - I Video
  34. Transormers - II Video
  35. Large Language Model - I Video
  36. Large Language Model - II Video
  37. Encoder only Transformer Model Video
  38. Decoder only Transformer Model Video
  39. Deep Learning for Vision Applications Video
  40. Image and Video Restoration Video
  41. Medical Imaging Video
  42. Zero-shot Learning Video
  43. Few-shot Learning Video
  44. Multimodal Deep Learning Video
  45. Multimodal Deep Models Video
  46. Visual Simultaneous Localization and Mapping Video
  47. Self-Supervised Learning Video