Learn · NPTEL

Course10610621339 lectures

Practical Machine Learning with Tensorflow

Prof. Ashish Tendulkar and Prof. Balaraman Ravindran · IIT Madras & Google

Start with lecture 1 At NPTEL

Lectures

Week 1

  1. Overview of Tensorflow Video
  2. Machine Learning Refresher Video
  3. Steps in Machine Learning Process Video
  4. Loss Functions in Machine Learning Video
  5. Gradient Descent Video

Week 2

  1. Gradient Descent Variations Video
  2. Model Selection and Evaluation Video
  3. Machine Learning Visualization Video
  4. Deep Learning Refresher Video
  5. Introduction to Tensors Video

Week 3

  1. Mathematical Foundations of Deep Learning - Contd. Video
  2. Building Data Pipelines for Tensorflow-Part 1 Video
  3. Building Data Pipelines for Tensorflow-Part 2 Video
  4. Building Data Pipelines for Tensorflow-Part 3 Video
  5. Text Processing with Tensorflow Video

Week 4

  1. Classify Images Video
  2. Regression Video
  3. Classify Structured Data Video
  4. Text Classification Video
  5. Underfitting and Overfitting Video
  6. Save and Restore Models Video

Week 5

  1. CNNs-Part 1 Video
  2. CNNs-Part 2 Video
  3. Transfer learning with pretrained CNNs Video
  4. Transfer learning with TF hub Video
  5. Image classification and visualization Video

Week 6

  1. Estimator API Video
  2. Logistic Regression Video
  3. Boosted Trees Video

Week 7

  1. Introduction to word embeddings Video
  2. Recurrent Neural Networks (Part 1) Video
  3. Recurrent Neural Networks (Part 2) Video
  4. Time Series Forecasting with RNNs Video
  5. Text Generation with RNNs. Video

Week 8

  1. TensorFlow Customization Video
  2. Customizing tf.keras - Part 1 Video
  3. Customizing tf.keras - Part 2 Video
  4. TensorFlow Distributed Training Video

Live Session

  1. Live Session 14-09-2019 Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Madras & Google
Department
Computer Science and Engineering
Taught by
Prof. Ashish Tendulkar, Prof. Balaraman Ravindran
Level
Undergraduate
Language
English
Subjects
Computer science, Engineering
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge. Coordinated by IIT Madras.
Who can watch
NPTEL gives no rating. Invisible Network shows it to Tweens profiles and older, judged from what the source says about it. How courses are placed