ML Foundations
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ML Foundations
Programming
ML Foundations
10 Modules
91 Lessons
Machine Learning foundations for absolute beginners. Each recorded video is followed by active, auto-checked activities.
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Course Curriculum
1
Lesson 1 - What is Machine Learning
9 activities
Write the Rule
SCORM
What is Machine Learning
8m 50s
Video
Is it machine learning?
Quiz
Programming or Machine Learning
SCORM
Build the Diagram
SCORM
Spam Filter Showdown
SCORM
Did It Learn, or Did It Memorise?
SCORM
What Goes In, What Comes Out
SCORM
Quiz 1: check your knowledge
Quiz
2
Lesson 2: Three Ways Machine Learn
8 activities
Give Each One the Right Answer
SCORM
ML02 — Three Ways Machines Learn
7m 33s
Video
ML02 — Which kind of learning?
Quiz
Does It Come With the Answers?
SCORM
Which Box Does It Go In?
SCORM
Find the Groups Nobody Told You About
SCORM
Train the Dog
SCORM
Quiz 2: Check your knowledge
Quiz
3
Lesson 3: Features & labels
7 activities
Read The Table
SCORM
ML03 — Features and Labels
4m 55s
Video
Which Column Is the Answer?
SCORM
The Column That Changes Its Mind
SCORM
Numbers, Categories, Pixels
SCORM
Set Up the Problem
SCORM
Quiz 3 — Check your knowledge
Quiz
4
Lesson 4: Guess-Check-Adjust
8 activities
Throw It
SCORM
ML04 — Guess, Check, Adjust
5m 20s
Video
Name the Step
SCORM
Turn the Knob
SCORM
Read the Curve
SCORM
What “Learned” Really Means
SCORM
ML04 — The guess-check-adjust loop
Quiz
Reading the Notation
Page
5
Lesson 5: Loss
7 activities
How Wrong Is This Guess?
SCORM
ML05 — Loss
5m 46s
Video
Why Square It?
SCORM
Which Model Is Better?
SCORM
ML05 — Teach the confused student
Aiactivity
Read the Loss Curve
SCORM
Quiz 5: Check your knowledge
Quiz
6
Lesson 6: Gradient Descent
9 activities
Find the Bottom, Blindfolded
SCORM
ML06 — Gradient Descent
6m 2s
Video
The Learning Rate, in a Little More Detail
Page
ML06 — One step of gradient descent
Codewalk
Set the Learning Rate
SCORM
Which Way Is Downhill?
SCORM
ML06 - Explain it to a stuck learner
Aiactivity
Where Does It Stop?
SCORM
ML06 — Gradient descent intuition
Quiz
7
Lesson 7: Overfitting
7 activities
Which Student Would You Hire?
SCORM
ML07 — Overfitting
6m 35s
Video
Ship It or Send It Back?
SCORM
Spot the Turn
SCORM
ML07 - Explain it to a proud engineer
Aiactivity
ML07 — Which model generalizes?
Codecoach
ML07 — Spotting overfitting
Quiz
8
Module 2 — Supervised Learning, in depth
15 activities
ML08 — Linear Regression
3m 9s
Video
ML08 — Predict with a fitted line
SCORM
ML09 — Logistic Regression
3m 30s
Video
ML09 — From probability to class
SCORM
ML10 — Decision Trees
3m 38s
Video
ML10 — Walk a sample down a decision tree
SCORM
ML11 — K-Nearest Neighbours
3m 26s
Video
ML12 — Evaluation
4m 2s
Video
ML13 — Train, Validation, Test
3m 58s
Video
ML14 — Bias and Variance
2m 59s
Video
ML15 — The Fit Spectrum
2m 53s
Video
ML16 — Regularization
2m 58s
Video
ML17 — Feature Scaling
3m 5s
Video
ML18 — Feature Engineering
3m 15s
Video
ML19 — Hyperparameter Tuning
3m 30s
Video
9
Module 3 - Neural Networks & Deep Learning
8 activities
ML20 — The Neuron
3m 22s
Video
ML21 — Layers and the Forward Pass
3m 21s
Video
ML22 — Activation Functions
3m 14s
Video
ML23 — Backpropagation
3m 26s
Video
ML24 — Why Deep Networks
3m 22s
Video
ML25 — Convolutional Networks (CNN)
3m 25s
Video
ML26 — Recurrent Networks (RNN)
3m 32s
Video
ML27 — Transformers
4m
Video
10
Module 4 - Doing It for Real
13 activities
ML28 — The ML Workflow
2m 57s
Video
ML29 — Data Cleaning
3m 16s
Video
ML30 — Imbalanced Data
3m 6s
Video
ML31 — Data Leakage
3m 24s
Video
ML32 — Ethics and Bias
3m 18s
Video
ML33 — Deploying a Model
3m 2s
Video
ML34 — Model Drift
3m 22s
Video
ML35 — Your First Model (+ CodeLab ML35b)
3m 16s
Video
ML36 — Reading Data
3m 10s
Video
ML37 — Classification Project
3m 32s
Video
ML38 — Common Mistakes
3m 15s
Video
ML39 — The ML Toolkit
3m 18s
Video
ML40 — Career Paths
3m 39s
Video
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Cost: INR 399.00
This course includes
- 91 on-demand lessons
- 10 learning modules
- Certificate on completion
- Access on any device
- Lifetime access