Learning paths

Order matters. Each map shows what depends on what — follow the arrows, finish a phase before starting the next, and nothing will feel unmotivated.

AI-ML — dependency map

Notes →

Phase 6: Frontiers

Phase 5: RL & Ops

Phase 4: LLMs & GenAI

Phase 3: Deep Learning

Phase 2: Classical ML

Phase 1: Foundations

Linear Algebra

Calculus & Optimization

Probability & Statistics

Python & SciComputing

Data Preprocessing

Linear & Logistic Regression

Tree & Instance Methods

SVM & Probabilistic Models

Unsupervised Learning

Model Evaluation

NN Fundamentals

Training Deep Networks

DL Frameworks

CNNs

Sequence Models

Transformer Architecture

Tokenization & LM

Pretraining & Fine-Tuning

Alignment, Prompting & RAG

Generative Models

RL Foundations

Deep & Advanced RL

MLOps & Deployment

Scaling & Efficient Arch

AI Agents & Tool Use

Interpretability

AI Safety & Alignment

Research Frontiers

Biology — dependency map

Notes →

Phase 6: Modern Biotechnology

Phase 5: Ecology & Evolution

Phase 4: Physiology

Phase 3: Genetics

Phase 2: Cells

Phase 1: Foundations of Life

1.1 What Is Biology

1.2 Chemistry of Life

1.3 Carbs & Lipids

1.4 Proteins & Nucleic Acids

2.1 Cell Theory & Microscopy

2.2 Prokaryotic vs Eukaryotic

2.3 Organelles

2.4 Membrane & Transport

2.5 Enzymes & Bioenergetics

2.6 Cellular Respiration

2.7 Photosynthesis

2.8 Cell Division

3.1 Mendelian Genetics

3.2 Extensions of Mendel

3.3 DNA Structure & Replication

3.4 Transcription & Translation

3.5 Mutations & Gene Regulation

4.1 Digestive

4.2 Circulatory

4.3 Respiratory

4.4 Nervous

4.5 Endocrine

4.6 Excretory & Homeostasis

4.7 Immune

4.8 Reproductive & Development

4.9 Plant Biology

5.1 Ecology & Ecosystems

5.2 Population & Community

5.3 Conservation & Human Impact

5.4 Evolution & Natural Selection

5.5 Population Genetics & Speciation

5.6 Taxonomy & Classification

5.7 Microbiology

6.1 Genomics

6.2 Genetic Engineering & CRISPR

6.3 Biotechnology Applications

6.4 Bioinformatics

6.5 Systems Biology & Frontiers

Chemistry — dependency map

Notes →

Phase 5: Advanced/Applied

Phase 4: Organic

Phase 3: Inorganic

Phase 2: Physical Core

Phase 1: Foundations

Matter, Measurement & Mole

Atomic Structure Classical

Reactions & Stoichiometry

Periodic Table First Look

Quantum Atomic Structure

Periodic Trends

Chemical Bonding

States of Matter

Thermodynamics

Equilibrium

Redox & Electrochemistry

Chemical Kinetics

Hydrogen & s-Block

p-Block

d-Block & f-Block

Coordination Chemistry

Qualitative Analysis

General Organic Chem

Hydrocarbons

Halides & Oxygenated

Nitrogen Compounds

Biomolecules

Polymers

Everyday Life

Spectroscopy & Analysis

Physical Chem Advanced

Nuclear & Radiochemistry

Combustion Chemistry

Materials Chemistry

Green Chemistry

Coding — dependency map

Notes →

P5 Applied

P4 Systems & Theory

P3 DSA

P2 OOP & Design

P1 Foundations

How Computers Work

Intro Programming Python

Python Intermediate

OOP Fundamentals

Design Principles

Complexity Analysis

Linear Data Structures

Hashing

Trees

Graphs

Sorting & Searching

Algorithm Paradigms

String Algorithms

Computer Architecture Deep

Operating Systems

Computer Networks

Databases

Software Engineering

Theory of Computation

C Programming

C++ Programming

Build Systems & Toolchain

Scientific Computing Python

Embedded & Real-Time

ML Aerospace

Hardware — dependency map

Notes →

Phase 6: Advanced Systems

Phase 5: Computer Architecture

Phase 4: Implementation

Phase 3: Digital Design

Phase 2: Semiconductor Devices

Phase 1: Foundations

Electricity & Charge

Circuit Analysis

Materials & Atomic Structure

Band Theory & Carriers

Doping & PN Junctions

Diodes & Applications

Transistors: BJT & FET

Boolean Algebra & Gates

CMOS Circuit Design

Combinational Circuits

Sequential Circuits

HDL & Design Flow

Memory Technologies

VLSI Design

Semiconductor Fabrication

ISA

Datapath & Pipelining

Advanced Microarchitecture

Memory Hierarchy & Caches

Parallelism & Multicore

GPU Architecture

Interconnects & SoC

Power, Thermal & Reliability

Emerging Architectures

Maths — dependency map

Notes →

Phase 4: Higher Maths

Phase 3: Advanced

Phase 2: Core

Phase 1: Foundations

Arithmetic & Number Systems

Basic Geometry

Basic Data & Probability

Algebra Intro & Intermediate

Functions

Coordinate Geometry

Trigonometry Foundation

Number Theory

Matrices & Determinants

Statistics & Probability

Advanced Trigonometry

Exponentials & Logarithms

Sequences & Series

Conic Sections

Complex Numbers

3D Geometry

Calculus I - Limits & Derivatives

Calculus II - Integration

Calculus III - Sequences & Series

Multivariable Calculus

Linear Algebra Full

Ordinary Diff Equations

Partial Diff Equations

Numerical Methods

Probability Theory & Statistics

Advanced Topics Elite

Physics — dependency map

Notes →

Phase 3: Aerospace

Phase 2: Intermediate

Phase 1: Foundations

Measurement, Vectors & Kinematics

Newton's Laws & Dynamics

Work, Energy & Power

Momentum & Collisions

Rotational Mechanics

Oscillations & Waves

Thermodynamics

Electromagnetism

Analytical Mechanics

Fluid Mechanics

Modern Physics

Thermo & Stat Mech Adv

Optics

Compressible Flow & Aerodynamics

Orbital Mechanics & Astrodynamics

Rocket Propulsion

Rocket Flight Mechanics

Guidance, Navigation & Control

Spacecraft Structures & Systems Eng

Stock-Market — dependency map

Notes →

Phase 6: Advanced & Specialized

Phase 5: Derivatives & Portfolio

Phase 4: Trading Practice

Phase 3: Technical Analysis

Phase 2: Assets & Fundamentals

Phase 1: Foundations

What Markets Are

Shares & Indices

Primary/Secondary & IPOs

Market Participants

Brokerage & Demat

Order Types & Mechanics

Equity & Fixed Income

Funds & ETFs

Commodities, Forex, Crypto

Financial Statements

Financial Ratios

Valuation Methods

Economic Moats & Macro

Charts, Trends & Dow

Candlestick Patterns

Support & Resistance

Indicators & Oscillators

Chart Patterns

Volume, Fib & Elliott

Trading vs Investing

What to Trade

How to Trade — Execution

When to Trade — Timing

Entry, Exit & Management

Trading Strategies

Risk & Money Mgmt

Trading Psychology

Futures

Options Basics

The Greeks

Options Strategies

Portfolio Theory

Asset Allocation & Rebalancing

Algo & Quant Trading

Backtesting Frameworks

Market Microstructure

Order Flow & Tape

HFT & Advanced

Factor & Behavioral

Indian Market Specifics