Weeks 1–4
UNDERSTAND NEURAL NETWORKSDeep Learning
Build intuition for neurons, learning, backpropagation and optimization.
Perceptrons · Gradient descent · BackpropagationExplore subject0 of 16 sections completed
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IIT Madras BS course notes, diagrams and revision questions.
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7 subjects · Always here for a recapYour subjects
Weeks 1–4
UNDERSTAND DIGITAL CIRCUITSComputer System Design
Build intuition for logic gates, Boolean algebra, timing and combinational circuits.
Logic gates · Boolean algebra · MUX · DecodersExplore subject0 of 24 sections completed
Weeks 1–12
COMMUNICATE & GROWStrategies for Professional Growth
Build clearer communication and purposeful listening through practical examples.
Communication · Barriers · 10 C’s · ListeningExplore subject0 of 80 sections completed
10 weeks
BUILD & COLLABORATESoftware Engineering
From understanding requirements to building, testing and deploying software.
Requirements · Design · Git · TestingExplore subject0 of 123 sections completed
Week 1 · 2 parts
UNDERSTAND THE FOUNDATIONSMathematical Foundation of Generative AI
Build intuition for distributions, convexity and the mathematics behind generative models.
Convexity · Divergences · OptimizationExplore subject0 of 15 sections completed
2 weeks
THINK THROUGH THE PROBLEMAlgorithms in Data Science
Explore probability bounds, random projections and dimensionality reduction.
Probability · Random projections · JLExplore subject0 of 15 sections completed
5 lessons
MAKE SENSE OF UNCERTAINTYStatistics
Understand random variables and distributions through worked examples and practice.
Random variables · PMF · PDF · CDFExplore subject0 of 5 sections completed
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