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Top Computer Science & Dev Playlists

High-signal developer masterclasses from elite creators (Striver, Andrej Karpathy, Chai aur Code, ByteByteGo, Hussein Nasser, Kunal Kushwaha). Track progress, bookmark modules, jump across timestamped notes, and claim official certificates.

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Every video series is mapped to a 30-question benchmark exam and a proof-of-work project to earn a cryptographically verifiable diploma.

Full-Stack Architecture & Verification Testing•All Levels

Interactive Full-Stack Architecture & Git Sandbox (Free Test Course)

RoleNest Virtual Labs(Official Subscribers)

100% Free interactive developer course designed for candidates and evaluators to test quiz examination, project benchmark evaluation, and instant cryptographic certificate issuance.

Duration: Self-Paced / Instant Test
5 Full Episodes
Core Concepts Taught
GitNext.jsClean ArchitectureUnit TestingDockerCI/CDVerification
Companion GitHub Libraries
RitualDev-Lab/DevShelf

Open-source developer platform and resource ecosystem curated by RoleNest.

★ 1.2k ⭐
Test Your Knowledge On This Video & Earn Certificate30-Question Assessment & Proof-of-Work Verification
Deep Learning & Transformer Architectures•Intermediate

Neural Networks: Zero to Hero

Andrej Karpathy(680K+ Subscribers)

World-class, hands-on deep learning lecture series from former Tesla AI Director & OpenAI founding member Andrej Karpathy. Builds GPT-2 completely from raw Python.

Duration: 20+ Hours
8 Full Episodes
Core Concepts Taught
BackpropagationMicrogradMakemoreGPT from ScratchTokenizerPyTorch
Companion GitHub Libraries
karpathy/nanoGPT

The simplest, fastest repository for training/finetuning medium-sized GPTs in PyTorch.

★ 34k ⭐
karpathy/micrograd

A tiny scalar-valued autograd engine with a small PyTorch-like neural net library.

★ 11k ⭐
Test Your Knowledge On This Video & Earn Certificate30-Question Assessment & Proof-of-Work Verification
Generative AI, RAG & Agents•Beginner to Intermediate

Complete Generative AI, LangChain & LLM Masterclass

Krish Naik(1.1M+ Subscribers)

Industry-tested, step-by-step masterclass covering open-source LLMs, local inference with Ollama, vector search, and production agent architectures.

Duration: 35+ Hours
42 Full Episodes
Core Concepts Taught
LangChainLlama-3RAG ArchitectureChromaDBVector MathPrompt EngineeringOllama
Companion GitHub Libraries
langchain-ai/langchain

Building applications with LLMs through composability and tool-augmented agents.

★ 94k ⭐
chroma-core/chroma

The AI-native open-source embedding database.

★ 18k ⭐
Test Your Knowledge On This Video & Earn Certificate30-Question Assessment & Proof-of-Work Verification
Mathematical Foundations•Beginner

Essence of Neural Networks & Linear Algebra

3Blue1Brown (Grant Sanderson)(6.2M+ Subscribers)

The undisputed gold standard visual explanation of neural network mathematics, weights, biases, and high-dimensional loss geometry.

Duration: 6 Hours
6 Full Episodes
Core Concepts Taught
Gradient DescentLoss FunctionsMatrix TransformationsBackpropagation IntuitionAttention Mechanism
Companion GitHub Libraries
3b1b/manim

Animation engine for explanatory math and machine learning videos.

★ 66k ⭐
Test Your Knowledge On This Video & Earn Certificate30-Question Assessment & Proof-of-Work Verification
Full-Stack React 19 & Next.js 15•Beginner to Intermediate

Chai aur Full Stack Next.js 15 & Node.js

Hitesh Choudhary (Chai aur Code)(1.2M+ Subscribers)

Production-focused comprehensive guide to building modern full-stack web applications with authentication, serverless backends, and deployment.

Duration: 28+ Hours
30 Full Episodes
Core Concepts Taught
React 19Next.js App RouterServer ActionsPostgreSQLDrizzle ORMAuth.js
Companion GitHub Libraries
shadcn/ui

Beautifully designed components that you can copy and paste into your apps.

★ 76k ⭐
drizzle-team/drizzle-orm

TypeScript ORM for SQL databases with maximum performance and zero overhead.

★ 38k ⭐
Test Your Knowledge On This Video & Earn Certificate30-Question Assessment & Proof-of-Work Verification
Full Stack & Microservices•Intermediate

100xDevs: Complete Full-Stack & DevOps Cohort

Harkirat Singh(550K+ Subscribers)

Deep dive into production engineering practices used at high-growth Indian startups: Monorepos, real-time messaging, Redis queues, and distributed backends.

Duration: 40+ Hours
35 Full Episodes
Core Concepts Taught
TypeScriptTurborepoWebSocketsRedisDockerPostgreSQLMicroservices
Companion GitHub Libraries
vercel/turborepo

The high-performance build system for JavaScript & TypeScript codebases.

★ 16k ⭐
Test Your Knowledge On This Video & Earn Certificate30-Question Assessment & Proof-of-Work Verification
Data Structures & Algorithms•Beginner to Advanced

Striver's A2Z DSA Course & 450+ Problem Sheet

takeUforward (Raj Vikramaditya)(1.4M+ Subscribers)

The undisputed most popular DSA interview curriculum in India. Trusted by over 1,000,000 engineering students placing into Google, Amazon, Microsoft, and Uber.

Duration: 85+ Hours
120 Full Episodes
Core Concepts Taught
Binary SearchDynamic ProgrammingGraphs & BFS/DFSBinary TreesRecursionTwo Pointers
Companion GitHub Libraries
kdn251/interviews

Everything you need to know to get the software engineering job.

★ 62k ⭐
Test Your Knowledge On This Video & Earn Certificate30-Question Assessment & Proof-of-Work Verification
FAANG Coding Interview Prep•Intermediate

NeetCode 150: Coding Interview Patterns

NeetCode(850K+ Subscribers)

The world's most structured pattern-based coding interview curriculum. Categorizes 150 problems into repeatable algorithmic mental models.

Duration: 45+ Hours
150 Full Episodes
Core Concepts Taught
Sliding WindowTwo PointersMonotonic StackDynamic ProgrammingHeap / Priority Queue
Companion GitHub Libraries
neetcode-gh/leetcode

Complete solutions in Python, C++, Java, and JavaScript for NeetCode 150.

★ 22k ⭐
Test Your Knowledge On This Video & Earn Certificate30-Question Assessment & Proof-of-Work Verification
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