CS & AI Learning Tracks
Structured courses built from curated YouTube content. Free, multilingual, designed for real-world skills.
64/180 courses fully populated
AI Agents โ ReAct & AutoGPT
Agentic LLMs: ReAct, AutoGPT, tool use, and building reliable AI agents.
AI Cost Optimization
Token economics, caching, model routing, and reducing LLM costs at scale.
AI Observability โ LangSmith & Arize
Trace, monitor, and debug LLM applications with LangSmith, Arize, and Helicone.
AI Red Teaming & Prompt Security
Prompt injection, jailbreaks, defenses, and red-teaming LLM apps systematically.
AI Safety & Alignment
RLHF, constitutional AI, jailbreaks, and the alignment problem.
advanced
Android Jetpack Compose Mastery
Beyond basics: custom layouts, animations, side effects, and Compose performance.
advanced
Apache Airflow Deep Dive
Beyond the basics: dynamic DAGs, sensors, custom operators, and production Airflow deployments.
advanced
Apache Cassandra โ Wide-Column Store
Distributed wide-column NoSQL: Cassandra ring topology, partitioning, and tunable consistency.
advanced
Apache Druid โ Real-Time OLAP
Sub-second analytical queries on streaming + historical data with Apache Druid.
advanced
Apache Flink โ Real-Time Stream Processing
Stateful stream processing with Apache Flink: windows, watermarks, and exactly-once semantics.
advanced
Apache Kafka โ Plateforme de Streaming d'รvรฉnements
Construisez des systรจmes event-driven en temps rรฉel avec Kafka topics, producers, consumers et Kafka Streams.
advanced
Apache Spark โ Traitement Big Data
Traitez des datasets massifs ร grande รฉchelle avec Spark SQL, DataFrames et Spark Streaming.
API Design Patterns Advanced
Pagination, idempotency, batch endpoints, partial updates, and long-running operations.
API Documentation โ OpenAPI 3
OpenAPI 3.1 specs, code generation, and developer-friendly API docs.
advanced
API Gateway Patterns
API gateway design: Kong, Tyk, AWS API Gateway. Routing, auth, rate limiting, and BFF patterns.
API Rate Limiting & Throttling
Token bucket, sliding window, distributed rate limiting with Redis.
API Versioning Strategies
URL versioning, header versioning, deprecation, and managing breaking changes.
intermediate
APIs REST โ Conception et Construction
Concevez des APIs RESTful robustes : routes, authentification, pagination, versionnement et bonnes pratiques de โฆ
advanced
Application Security โ SAST & DAST
Find vulnerabilities before attackers do: static analysis, dynamic scanning, and dependency auditing.
AR/VR Development โ WebXR
Build AR and VR experiences in the browser with WebXR, A-Frame, and Three.js.
advanced
Architecture d'Apps Mobiles โ Propre et Scalable
Architecturez des apps mobiles de production avec MVVM, Clean Architecture, design modulaire et injection de โฆ
intermediate
Astro โ The Content-Focused Framework
Build blazing-fast content sites with Astro: islands architecture, partial hydration, and zero-JS by default.
advanced
Authentication & OAuth 2.1
Production auth patterns: OAuth 2.1, OIDC, JWTs, refresh tokens, and session management without the gotchas.
intermediate
Backend for Frontend (BFF)
Tailored backends per client: BFF pattern, GraphQL federation, and the API composition layer.
advanced
Backstage โ Developer Portals
Spotify Backstage: service catalogs, scaffolders, and internal developer portals.
advanced
Bases de Donnรฉes Vectorielles et RAG
Retrieval-Augmented Generation : embeddings, recherche vectorielle, Pinecone/Weaviate et RAG en production.
Bluetooth Low Energy (BLE)
BLE protocol, GATT services, characteristics, and BLE peripheral development.
Brain-Computer Interfaces
BCI basics: EEG signals, signal processing, and neural decoding for HCI.
intermediate
Browser Extensions
Chrome MV3 extensions: content scripts, service workers, storage, and Web Store publishing.
advanced
Browser Internals โ V8 & Rendering
How browsers work: V8 JIT, the rendering pipeline, layout, paint, composite, and event loop.
Calculus for Deep Learning
Derivatives, gradients, chain rule, and backpropagation from first principles.
intermediate
CDN & Edge โ Cloudflare Workers
Serverless at the edge: Cloudflare Workers, KV, D1, R2, and Durable Objects.
advanced
Chaos Engineering
Break things on purpose: chaos engineering principles, Chaos Mesh, and resilience testing.
advanced
ClickHouse โ Analytics Database
OLAP at scale: ClickHouse column store, merge tree engines, and sub-second analytics queries.
advanced
Clojure โ Lisp on the JVM
Modern Lisp with immutable data structures, REPL-driven development, and the JVM ecosystem.
intermediate
Cloud Computing avec AWS
Services AWS principaux : EC2, S3, Lambda et dรฉploiement d’applications rรฉelles dans le cloud.
advanced
Cloud Security โ IAM Patterns
Least privilege, role assumption, identity federation, and IAM in AWS, GCP, and Azure.
advanced
Compilers โ How Programming Languages Work
Lexing, parsing, AST, semantic analysis, IR, optimization, and code generation. Build a small compiler.
advanced
Computer Graphics & WebGL
Rasterization, shaders, lighting models, and 3D rendering with WebGL and Three.js.
Computer Vision โ Object Detection
YOLOv8, DETR, Segment Anything, and modern object detection pipelines.
advanced
Computer Vision avec PyTorch
Deep learning pour les images : CNN, dรฉtection d’objets, segmentation et modรจles de vision modernes.
advanced
Conception de Systรจmes โ Scalabilitรฉ et Architecture
Principes de scalabilitรฉ, caching, รฉquilibrage de charge et patterns pour les entretiens de system design.
advanced
Container Security
Image scanning, runtime security, eBPF-based detection, and securing Kubernetes clusters.
Contract Testing with Pact
Consumer-driven contracts, Pact broker, and verifying microservice contracts.
advanced
CRDTs โ Conflict-Free Data Types
Collaborative apps without conflicts: state-based and op-based CRDTs.
advanced
Cryptography in Practice
Symmetric, asymmetric, hashing, KDFs, and avoiding the common crypto mistakes.
advanced
Data Mesh Architecture
Decentralized data ownership: data mesh principles, data products, and federated governance.
advanced
Database Internals โ Storage Engines
B-trees, LSM-trees, WAL, MVCC, and how databases actually store and retrieve data.
intermediate
dbt โ Data Build Tool
Transform data in your warehouse using dbt: models, tests, snapshots, and analytics engineering.
advanced
Deep Learning et Rรฉseaux Neuronaux
Rรฉseaux neuronaux depuis le dรฉbut, PyTorch, CNN et entraรฎnement de modรจles rรฉels avec datasets pratiques.
DeFi Patterns
AMMs, lending protocols, flash loans, and the DeFi primitives.
intermediate
Design Patterns et Low-Level Design
Principes SOLID, patterns GoF (Singleton, Factory, Observer) et low-level design pour entretiens.
intermediate
Dรฉveloppement Kotlin et Android
Crรฉez des apps Android natives avec Kotlin et Jetpack Compose. MVVM, navigation et publication Play Store.
intermediate
Dรฉveloppement Pilotรฉ par les Tests avec Jest
Construisez du logiciel fiable avec TDD, patterns de tests unitaires/intรฉgration et Jest en JavaScript/TypeScript.
intermediate
Dรฉveloppement Swift et iOS
Crรฉez des apps natives iPhone avec Swift, SwiftUI et les frameworks modernes d’Apple.
intermediate
DevOps et Pipelines CI/CD
GitHub Actions, dรฉploiement continu, infrastructure as code et la culture DevOps moderne.
Diffusion Models Deep Dive
How diffusion models work: forward/reverse process, U-Nets, and beyond Stable Diffusion.
intermediate
Discrete Mathematics for CS
Sets, logic, combinatorics, graph theory, and proofs โ the math behind every CS topic.
advanced
Distributed Caching Patterns
Cache aside, write-through, write-behind, cache invalidation, and the consistent hashing ring.
advanced
Distributed Consensus โ Raft & Paxos
How distributed systems agree: Raft, Paxos, and the CAP theorem in practice.
intermediate
Docker et Conteneurs
Crรฉez, dรฉployez et gรฉrez des conteneurs. Dockerfiles, images, rรฉseaux et orchestration basique avec docker-compose.
advanced
Domain-Driven Design (DDD)
Bounded contexts, aggregates, ubiquitous language, and strategic design with DDD.
Elasticsearch & Lucene
Inverted indexes, mapping, queries, aggregations, and Elasticsearch in production.
advanced
Elixir & Phoenix โ Concurrent Web
Build massively concurrent apps with Elixir, the BEAM VM, and the Phoenix LiveView framework.
Embedded Systems with Rust
Bare-metal Rust on microcontrollers: embedded-hal, no_std, and the Rust embedded ecosystem.
Embeddings & Semantic Search
Sentence embeddings, similarity search, hybrid retrieval, and reranking models.
advanced
Event Sourcing & CQRS
Store events instead of state: event sourcing, CQRS, and projections.
advanced
Event-Driven Architecture
Event-driven patterns: pub/sub, event streaming, event-carried state transfer.
Firmware Development
C, memory-mapped I/O, interrupts, and writing reliable firmware for embedded systems.
intermediate
Flutter โ Apps Mobiles Multiplateformes
Crรฉez de belles apps natives pour iOS et Android avec Flutter et Dart.
intermediate
Fondamentaux de la Cybersรฉcuritรฉ
OWASP Top 10, cryptographie, authentification et mentalitรฉ dรฉfensive pour tout dรฉveloppeur.
intermediate
Fondamentaux des Rรฉseaux
TCP/IP, DNS, HTTP/HTTPS, WebSockets et les concepts rรฉseau que tout dev backend doit maรฎtriser.
beginner
Fondamentaux du Dรฉveloppement Web
Apprenez HTML, CSS et JavaScript depuis le dรฉbut. La base essentielle pour tout dรฉveloppeur web moderne.
Full-Text Search Strategies
Tokenization, stemming, fuzzy matching, and full-text search beyond simple LIKE.
intermediate
Game Development with Unity
Build 2D and 3D games with Unity, C#, and the modern Unity 6 toolchain.
advanced
Game Networking โ Multiplayer
Multiplayer architecture: client-server vs peer-to-peer, lag compensation, and rollback netcode.
advanced
Game Physics & Math
Vectors, matrices, quaternions, collision detection, and the math foundation of game physics.
beginner
Git et GitHub โ Gestion de Versions pour Dรฉveloppeurs
Maรฎtrisez Git et GitHub : branches, fusions, pull requests et flux de travail collaboratifs pour รฉquipes โฆ
advanced
GitOps with Argo CD
Declarative continuous deployment: Argo CD, App-of-Apps pattern, and progressive rollouts.
intermediate
Go โ Dรฉveloppement Backend Cloud-Native
Syntaxe Go, goroutines, canaux, REST APIs avec Gin et dรฉploiement cloud-native avec Docker.
intermediate
Godot โ Open Source Game Engine
Godot 4: scenes, nodes, GDScript, and shipping games on multiple platforms for free.
intermediate
Google Cloud Platform (GCP)
Compute Engine, Cloud Run, BigQuery, Pub/Sub, and the GCP ecosystem.
intermediate
GraphQL โ Conception d'APIs Moderne
Concevez des APIs flexibles et typรฉes avec GraphQL, Apollo et l’outillage moderne.
advanced
gRPC & Protocol Buffers
Build high-performance RPC services with gRPC, Protocol Buffers, and streaming.
advanced
Hacking รthique et Pentesting
Apprenez la sรฉcuritรฉ offensive : reconnaissance, exploitation et pensรฉe dรฉfensive avec labs pratiques.
advanced
Haskell โ Functional Programming
Pure functional programming with Haskell: types, monads, lazy evaluation, and category theory basics.
intermediate
Helm Charts โ Kubernetes Packaging
Templating, charts, repositories, and managing Kubernetes apps with Helm 3.
advanced
Hexagonal & Clean Architecture
Ports and adapters, clean architecture layers, and dependency inversion in practice.
Information Theory
Entropy, KL divergence, cross-entropy, and the information-theoretic view of ML.
intermediate
Internationalization (i18n)
i18n architecture: ICU MessageFormat, plurals, RTL, locale-aware formatting, and translation pipelines.
advanced
iOS Animations & SwiftUI Mastery
SwiftUI matched geometry, spring animations, transitions, and Lottie. Build delightful iOS UX.
IoT โ MQTT & CoAP
IoT messaging protocols: MQTT brokers, CoAP, device fleets, and OTA updates.
beginner
Java โ De Zรฉro ร l'Entreprise
Syntaxe Java, OOP, collections, streams et Spring Boot pour le dรฉveloppement d’applications enterprise.
intermediate
JavaScript Moderne โ De ES6 ร Async/Await
Maรฎtrise du JavaScript moderne : arrow functions, destructuring, modules, promises et async/await dans des projets โฆ
advanced
Kubernetes โ Orchestration de Conteneurs ร Grande รchelle
Dรฉployez, faites รฉvoluer et gรฉrez des applications conteneurisรฉes en production avec Kubernetes.
intermediate
LangChain โ Construire des Applications LLM
Construisez des apps LLM de production avec LangChain : chains, agents, tools, memory et retrieval.
Layer 2 โ Optimistic Rollups
Ethereum scaling: Optimism, Arbitrum, ZK-rollups, and the L2 landscape.
Linear Algebra for ML
Vectors, matrices, eigenvalues, SVD, and the linear algebra under every ML algorithm.
beginner
Linux et Bash โ Ligne de Commande pour Dรฉveloppeurs
Commandes Linux essentielles, scripting Bash et administration systรจme. Outils indispensables pour tout dev.
LLM Evaluation & Benchmarking
LM-Evaluation-Harness, MMLU, HumanEval, and building eval suites for production LLMs.
advanced
LLM Fine-Tuning with LoRA & QLoRA
Fine-tune large language models efficiently with LoRA, QLoRA, and the HuggingFace ecosystem.
intermediate
Logging at Scale โ ELK & Loki
Structured logging, log aggregation with the ELK stack and Loki, and log-based debugging.
intermediate
Machine Learning avec Python
Algorithmes classiques de ML, scikit-learn, validation croisรฉe et projets pratiques de rรฉgression et classification.
advanced
Microservices โ Patterns et Pratiques
Concevez, construisez et opรฉrez des systรจmes distribuรฉs avec des patterns microservices et bonnes pratiques.
intermediate
Microsoft Azure for Developers
Azure App Service, Functions, Cosmos DB, and the Azure developer toolchain.
advanced
MLOps โ Machine Learning en Production
Faites passer les modรจles ML du notebook ร la production : tracking, dรฉploiement, monitoring et CI/CD.
advanced
Mobile App Performance Tuning
Profile, measure, and optimize: startup time, frame drops, memory leaks, and battery use.
intermediate
Mobile Push Notifications
FCM, APNs, deep linking, rich notifications, and notification analytics.
intermediate
Mobile Testing โ XCTest & Espresso
Unit, UI, snapshot, and integration tests on iOS (XCTest) and Android (Espresso, Compose).
intermediate
MongoDB et Bases NoSQL
Bases de donnรฉes documents : conception de schรฉma, requรชtes, agrรฉgations et mise ร l’รฉchelle avec MongoDB.
advanced
Multimodal Models โ CLIP & BLIP
Models that bridge vision and language: CLIP, BLIP, and multimodal embeddings for search and generation.
Mutation Testing
Test the tests: mutation testing with Stryker, PIT, and mutmut.
intermediate
Next.js โ Framework React Full-Stack
Apps React modernes rendues cรดtรฉ serveur : App Router, Server Components et dรฉploiement Vercel.
NFT Smart Contracts
ERC-721, ERC-1155, royalties, metadata, and NFT marketplace patterns.
advanced
NLP et Large Language Models
Traitement du langage naturel, transformers, attention et construction d’applications avec LLMs.
intermediate
Node.js โ JavaScript Cรดtรฉ Serveur
Crรฉez des serveurs et APIs de production avec Node.js, Express et patterns asynchrones modernes.
Numerical Computing
Floating-point pitfalls, numerical stability, BLAS, and high-performance numerical code.
advanced
OpenTelemetry & Distributed Tracing
Instrument microservices with OpenTelemetry: traces, metrics, logs, and the unified observability stack.
advanced
Operating Systems Concepts
Processes, threads, scheduling, virtual memory, file systems, and how Linux really works.
Performance Testing with k6
Load testing scripts in JavaScript, scenarios, thresholds, and production-like simulations.
advanced
Pipelines d'Ingรฉnierie de Donnรฉes
ETL avec Python, Apache Airflow, Kafka et la construction de pipelines de donnรฉes en production.
advanced
Platform Engineering
IDPs, golden paths, and the modern platform engineering team.
intermediate
PostgreSQL โ Requรชtes Avancรฉes et Performance
Maรฎtrisez Postgres : indexation, planification de requรชtes, JSONB, window functions et tuning ร l’รฉchelle.
Probability & Statistics
Distributions, Bayes theorem, hypothesis testing, and the statistical foundations of ML.
intermediate
Prometheus & Grafana
Metrics-based monitoring: Prometheus scraping, PromQL queries, and Grafana dashboards.
intermediate
Prompt Engineering et Agents IA
Maรฎtrisez les prompts : chain-of-thought, few-shot, ReAct et construisez des agents IA pratiques avec LangChain.
Property-Based Testing
Generative testing with Hypothesis, fast-check, and finding bugs at the property level.
intermediate
Pulumi โ Infrastructure as Code
IaC in real languages (TypeScript, Python, Go) with Pulumi instead of HCL.
intermediate
PWAs & Service Workers
Progressive Web Apps: service workers, offline-first, push notifications, and installable web.
beginner
Python pour l'IA โ De Zรฉro ร Agent
Cours Python complet pour dรฉbutants axรฉ sur les applications d’IA/ML. Aucune expรฉrience prรฉalable en programmation โฆ
Quantum Computing Fundamentals
Qubits, superposition, entanglement, and quantum algorithms with Qiskit.
intermediate
RabbitMQ โ Message Queues
Decouple services with RabbitMQ: queues, exchanges, routing, and consumer patterns.
RAG System Design Advanced
Hybrid search, query rewriting, reranking, hierarchical chunking, and production RAG.
intermediate
React Native โ Cross-Platform Mobile
Build native iOS and Android apps from one JavaScript codebase using React Native, Expo, and modern patterns.
intermediate
React.js โ Dรฉveloppement d'UI Moderne
Crรฉez des applications monopages avec React : composants, hooks, รฉtat et les patterns modernes de l’รฉcosystรจme.
Real-Time Operating Systems (RTOS)
FreeRTOS, Zephyr, tasks, schedulers, and real-time guarantees.
advanced
Recommendation Systems
Collaborative filtering, matrix factorization, neural recommenders, and ranking with two-tower models.
intermediate
Redis โ Caching et Donnรฉes en Mรฉmoire
Utilisez Redis pour le caching, sessions, files d’attente, classements et pub/sub ร grande รฉchelle.
advanced
Reinforcement Learning
Agents that learn from rewards: Q-learning, policy gradients, and deep RL with PPO.
advanced
Rust โ Programmation Systรจme Sans Peur
Programmation systรจme sรปre en mรฉmoire : ownership, borrowing et abstractions ร coรปt zรฉro.
advanced
Sagas & Distributed Transactions
Distributed transaction patterns: sagas, two-phase commit, and Outbox.
advanced
Scala for Backend Development
Hybrid functional and OO programming on the JVM with Scala 3, Akka, and Play.
Search Relevance & BM25
TF-IDF, BM25, learning-to-rank, and tuning search relevance.
Search UI Patterns
Autocomplete, faceted search, instant search, and search analytics.
intermediate
SEO Engineering for Developers
Technical SEO: crawlability, sitemaps, structured data, Core Web Vitals, and search Console.
advanced
Serverless with AWS Lambda Advanced
Beyond hello world: cold starts, layers, container Lambdas, EventBridge, and SAM/CDK.
advanced
Service Mesh โ Istio & Linkerd
Traffic management, mTLS, observability, and the service mesh pattern with Istio and Linkerd.
advanced
Site Reliability Engineering (SRE)
SLIs, SLOs, error budgets, on-call rotations, and the SRE mindset for production reliability.
intermediate
Snowflake โ Cloud Data Warehouse
Snowflake architecture, virtual warehouses, semi-structured data, and cost optimization.
Solana Development
Solana smart contracts in Rust: Anchor framework, PDAs, and the SVM.
intermediate
Solid.js โ Fine-Grained Reactivity
Reactive primitives without a virtual DOM: signals, effects, and the performance-first Solid.js framework.
advanced
Solidity โ Smart Contracts sur Ethereum
Construisez, testez et dรฉployez des apps dรฉcentralisรฉes avec Solidity, Hardhat et l’รฉcosystรจme EVM.
intermediate
Speech Recognition with Whisper
OpenAI Whisper: speech-to-text, language detection, diarization, and production STT pipelines.
beginner
SQL et Bases de Donnรฉes โ De Zรฉro ร Maรฎtre des Requรชtes
Apprenez SQL des bases aux requรชtes avancรฉes. JOINs, sous-requรชtes, index et optimisation des performances.
intermediate
Stable Diffusion โ Gรฉnรฉration d'Images IA
Gรฉnรฉrez, contrรดlez et personnalisez des images IA avec Stable Diffusion, ControlNet et LoRA.
Strangler Fig โ Legacy Migration
Incrementally replace legacy systems with the strangler fig pattern.
intermediate
Structures de Donnรฉes et Algorithmes
Tableaux, listes chaรฎnรฉes, arbres, graphes et les algorithmes clรฉs pour les entretiens techniques et un code efficace.
advanced
Supply Chain Security
SBOM, sigstore, SLSA, and securing the software supply chain end-to-end.
intermediate
Svelte & SvelteKit โ Compiled UI
Write less code with Svelte 5: runes, reactivity, and SvelteKit for full-stack apps.
Synthetic Biology + Computing
DNA computing, biological circuits, and the intersection of biology and CS.
intermediate
Tailwind CSS v4 โ Utility-First Styling
Master Tailwind CSS v4: the @theme directive, design tokens in CSS, and the new lightning-fast Rust engine.
advanced
Terraform โ Infrastructure as Code en Profondeur
Provisionnez et gรฉrez l’infrastructure cloud de maniรจre dรฉclarative avec Terraform sur AWS, GCP et Azure.
advanced
Theory of Computation
Automata, regular languages, context-free grammars, Turing machines, and computational complexity.
intermediate
Time-Series with InfluxDB
Time-series workloads: InfluxDB, Flux queries, downsampling, and IoT pipelines.
intermediate
TypeScript โ JavaScript avec Superpouvoirs
Typage statique pour JavaScript : types, interfaces, generics et patterns avancรฉs qui passent ร l’รฉchelle.
advanced
Unreal Engine for Programmers
Unreal Engine 5: C++ programming, Blueprints, Nanite, Lumen, and shipping games.
Vector Search with FAISS
Approximate nearest neighbor: FAISS, HNSW, and large-scale vector search.
Visual Regression Testing
Percy, Chromatic, and Playwright snapshots for catching visual bugs automatically.
intermediate
Vue.js โ Framework Frontend Progressif
Maรฎtrisez Vue 3, la Composition API et l’รฉcosystรจme moderne de Vue pour des UIs rรฉactives.
intermediate
Web Accessibility (WCAG 2.2)
Build for everyone: semantic HTML, ARIA, keyboard navigation, screen readers, and WCAG 2.2 AA compliance.
intermediate
Web Animations โ GSAP & CSS
GSAP for complex animations, scroll triggers, and physics. Plus modern CSS animation features.
intermediate
Web Components & Lit
Framework-agnostic UI with native Web Components and the Lit library.
intermediate
Web Performance โ Core Web Vitals
Master LCP, INP, and CLS: profiling, image optimization, code splitting, and the rendering critical path.
advanced
WebAssembly โ Web Haute Performance
Exรฉcutez du code ร vitesse native dans le navigateur avec WebAssembly, Rust et outils WASM modernes.
WebAssembly Component Model
WIT, components, and the future of WASM as a universal binary format.
advanced
WebGPU & 3D on the Web
WebGPU: the next-generation graphics API for the web. Compute shaders and modern 3D rendering.
Webhook Patterns
Webhook design: signing, retries, idempotency, and replay protection.
intermediate
WebSockets & Real-Time Backend
Build real-time backends with WebSockets, Socket.IO, scaling, and presence tracking.
advanced
Zig โ Modern Systems Programming
Zig: a manual-memory systems language with compile-time evaluation and no hidden control flow.
zkSNARKs & Zero-Knowledge Proofs
Zero-knowledge proofs: zkSNARKs, Circom, and privacy-preserving computation.