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🌐 Web Dev🐍 Pythonâš›ī¸ React▲ Next.js📊 StatisticsđŸ—„ī¸ SQL🧠 MLđŸ”Ŧ Deep Learning🤖 LLMđŸ—ī¸ System Design📈 R🤖 Data ScienceđŸ—ī¸ Data Engineering⚡ PySpark📡 Kafka🔄 Airflow🔧 dbtâ„ī¸ Snowflake🔒 Cybersecurityâ›“ī¸ BlockchainđŸ’Ŧ NLP🔧 AIOps/LLMOps⭐ SQL Interview⭐ PySpark Interview⭐ Airflow Interview⭐ Snowflake Interviewâ˜ī¸ AWS Data Eng🔷 GCP Data EngđŸ”ĩ Azure Data EngđŸŸĸ DE InterviewđŸ“Ļ DE Projects🧠 AI/ML ProjectsđŸŽ¯ ML System Designâ˜ī¸ Cloud Architecture📡 Kafka InterviewđŸ”Ĩ Spark Interview🐍 Python Interview📊 Advanced SQL🔧 MLOps Pipeline
2,900+
Lessons
54
Subjects
100%
Free Forever
17
Premium Courses

Choose Your Path

Pick a subject and start immediately. All courses are completely free.

5WEB DEV
🌟 New

Web Development

10+ Lessons

HTML, CSS, JavaScript, React, and Next.js — build real websites from scratch.

HTML & CSSJavaScriptReactNext.js
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Most Popular

Python

260+ Lessons

From basics to advanced — data structures, OOP, decorators, async, and libraries.

Basics & OOPData StructuresLibrariesAsync
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Comprehensive

Data Science

87 Lessons

NumPy, Pandas, matplotlib, scikit-learn, and deep learning fundamentals.

NumPy & PandasVisualizationML ModelsDeep Learning
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⭐ Premium

DS Premium

50 Lessons

Feature engineering, MLOps, transformers, causal inference, and real-world projects.

Feature EngineeringMLOpsTransformersProjects
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In Demand

Data Engineering

55+ Lessons

Pipelines, Spark, Kafka, Airflow, Snowflake, dbt, and cloud platforms.

ETL/ELT PipelinesAirflow & KafkaSnowflake & dbtCloud & MLOps
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SQL
Essential

SQL

70+ Lessons

SELECT to advanced window functions, CTEs, indexing, and query optimization.

SELECT & JOINsWindow FunctionsCTEsOptimization
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Advanced

Machine Learning

85 Lessons

Regression, classification, clustering, neural networks, and MLOps.

Supervised MLClusteringNeural NetsMLOps
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DEEP LEARNING
Neural Networks

Deep Learning

55 Lessons

Backpropagation, CNNs, RNNs, attention, transformers, GANs, and diffusion models.

BackpropagationCNNs & VisionAttention & TransformersGANs & Diffusion
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LLMLLM
AI/ML

LLM

155 Lessons

Transformer architecture, tokenization, fine-tuning, LoRA, RAG, RLHF, agents, and production systems.

LLM ArchitectureFine-Tuning & PEFTRAG SystemsRLHF & Agents
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GenAI
Hot

Generative AI

100 Lessons

Transformers, diffusion models, RAG, agents, prompt engineering, fine-tuning, and production GenAI systems.

Transformer ArchitectureRAG & AgentsDiffusion ModelsPrompt Engineering
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AI AGENTS
New

AI Agents

50 Lessons

Autonomous AI agents with tool use, planning, memory, multi-agent systems, and real-world deployment.

Agent ArchitectureTool UsePlanningMulti-Agent
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QUANTUM
New

Quantum Computing

50 Lessons

Qubits, quantum gates, circuits, Shor's algorithm, Grover's search, error correction, and quantum hardware.

Qubits & GatesQuantum CircuitsAlgorithmsError Correction
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HEALTH AI
New

Healthcare AI

50 Lessons

Medical imaging, clinical decision support, drug discovery, genomics, and AI-powered patient care.

Medical ImagingClinical AIDrug DiscoveryGenomics
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$FINTECH
New

Fintech

50 Lessons

Algorithmic trading, payment systems, digital banking, blockchain finance, and risk modeling.

Algorithmic TradingPaymentsBlockchain FinanceRisk
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CLIMATE
New

Climate Modeling

50 Lessons

Atmospheric physics, GCMs, Earth system models, carbon cycles, and climate policy analysis.

Atmospheric PhysicsGCMsCarbon CycleAttribution
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SUSTAIN
New

Sustainable Tech

50 Lessons

Renewable energy, carbon capture, circular economy, green building, and environmental innovation.

Renewable EnergyCarbon CaptureCircular EconomyGreen Building
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New

Computer Vision

50 Lessons

CNNs, object detection, segmentation, GANs, NeRF, depth estimation, pose estimation, and 3D vision.

Object DetectionSegmentationGANsNeRF3D Vision
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SYS DESIGN
New

System Design

120 Lessons

Scalability, distributed systems, databases, caching, load balancing, and real-world system design problems.

Distributed SystemsDatabasesCaching & CDNSystem Design Problems
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Foundation

Statistics

400+ Lessons

Probability, distributions, hypothesis testing, Bayesian methods, and regression.

ProbabilityDistributionsHypothesis TestingRegression
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∑âˆĢĪ€âˆšMATH
Foundation

Engineering Math

100 Lessons

Linear algebra, calculus, probability, statistics, optimization, and advanced topics.

Linear AlgebraCalculusProbabilityStatisticsOptimization
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RR
Statistical

R Programming

75+ Lessons

Data manipulation, ggplot2, dplyr, tidyr, statistical modeling, and R Markdown.

R Basicsdplyr & tidyrggplot2Stats Models
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PYSPARK
Distributed

PySpark

40+ Lessons

SparkSession, DataFrames, Spark SQL, Structured Streaming, and production patterns.

SparkSessionDataFrames & SQLStreamingML Pipelines
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KAFKA
Event Streaming

Apache Kafka

5+ Lessons

Distributed event streaming, topics, producers, consumers, Streams, and Connect.

Cluster ArchitectureProducersConsumer GroupsKafka Streams
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AIRFLOW
Orchestration

Apache Airflow

30 Lessons

Workflow orchestration, DAGs, operators, sensors, executors, and scheduling.

DAG DesignOperators & HooksSensorsExecutors
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dbt
Analytics Eng

dbt

30 Lessons

Data transformation, models, tests, Jinja templating, materializations, and docs.

Models & SeedsTestingJinja TemplatingLineage
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Cloud Data

Snowflake

50 Lessons

Cloud data platform, architecture, time travel, streams, tasks, and Snowpark.

ArchitectureTime TravelStreams & TasksSnowpark
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REACT
Frontend

React JS

5 Lessons

Components, hooks, router, state management, and performance optimization.

Components & JSXHooksReact RouterState Management
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NEXT.JS
Full Stack

Next.js

4 Lessons

App Router, server components, data fetching, API routes, and deployment.

App RouterServer ComponentsData FetchingDeployment
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NNODE.JS
Backend

Node.js

4 Lessons

Runtime environment, Express.js, databases, authentication, and API development.

Node.js RuntimeExpress.jsDatabasesAuthentication
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SECURITY
Security

Cybersecurity

60 Lessons

Comprehensive cybersecurity from fundamentals to advanced. Network security, cryptography, forensics, and incident response.

Network SecurityCryptographyPen TestingForensics
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BLOCKCHAIN
Web3

Blockchain

20 Lessons

Blockchain fundamentals, cryptocurrency, smart contracts, DeFi, NFTs, DAOs, and Web3 development.

Smart ContractsDeFiNFTsDAOs
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NLPLANGUAGE
New

NLP

75 Lessons

Natural Language Processing — tokenization, embeddings, transformers, BERT, GPT, sentiment analysis, and production NLP systems.

Tokenization & EmbeddingsTransformersBERT & GPTProduction NLP
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AIOps&LLMOps
New

AIOps & LLMOps

50 Lessons

AIOps and LLMOps — model monitoring, LLMOps pipelines, RAGops, vector databases, AI infrastructure, and MLOps.

Model MonitoringLLMOps PipelinesRAGopsAI Infrastructure
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⭐ Premium

ML Interview Questions

20 Lessons

Top-tier ML interview questions from Google, NVIDIA, Amazon, Meta, OpenAI, and Anthropic with detailed answers.

Linear ModelsTrees & BoostingSVMs & ClusteringMLOps
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DEEP LEARNING
⭐ Premium

DL Interview Questions

20 Lessons

Premium DL interview questions from OpenAI, Google, NVIDIA, Meta, Anthropic, and DeepMind with detailed answers.

Transformers & AttentionCNNs & GANsRL & OptimizationDistributed Training
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⭐ Premium

DS Interview Questions

20 Lessons

Premium DS interview questions from Google, Amazon, Meta, Netflix, Uber, and Apple with detailed answers.

Statistics & ProbabilitySQL & PandasML & EDATime Series
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DSRole
⭐ Premium

Data Scientist Role

20 Lessons

Role-based DS interview questions from Google, Meta, Amazon, Netflix. Metrics design, A/B testing, product sense.

Technical ScreeningMetrics DesignA/B TestingStakeholder Mgmt
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SQL
⭐ Premium

SQL Interview Questions

20 Lessons

Premium SQL interview questions from Google, Amazon, Meta, Netflix, Uber. Window functions, CTEs, optimization, indexing.

Window FunctionsCTEs & RecursionQuery OptimizationIndexing
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PYSPARK
⭐ Premium

PySpark Interview Questions

20 Lessons

Premium PySpark interview questions from Google, Amazon, Meta, Netflix. SparkSession, DataFrames, optimization, streaming.

SparkSession & RDDsDataFrames & SQLOptimizationStreaming & Delta
Start Learning →
AIRFLOW
⭐ Premium

Airflow Interview Questions

20 Lessons

Premium Apache Airflow interview questions from Netflix, Amazon, Google, Uber. DAGs, operators, scheduling, Kubernetes.

Architecture & DAGsOperators & SensorsScheduling & XComKubernetes & CI/CD
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⭐ Premium

Snowflake Interview Questions

20 Lessons

Premium Snowflake interview questions from Amazon, Google, Netflix, Uber. Architecture, warehouses, time travel, performance.

ArchitectureVirtual WarehousesTime Travel & CloningSecurity & Cost
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awsDATA ENG
Free

AWS Data Engineering

65 Lessons

Master AWS Data Engineering — S3, Glue, Redshift, EMR, Kinesis, Lambda, Step Functions. Service overview, architecture diagrams, pipelines, 200+ interview Q&A.

S3 & StorageGlue & ETLRedshift & EMRKinesis & Streaming
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GCPDATA ENG
Free

GCP Data Engineering

65 Lessons

Master GCP Data Engineering — BigQuery, Dataflow, Dataproc, Pub/Sub, Cloud Composer. Service overview, architecture diagrams, pipelines, 200+ interview Q&A.

BigQueryDataflow & BeamDataproc & SparkPub/Sub & Streaming
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AZURE DATA
Free

Azure Data Engineering

65 Lessons

Master Azure Data Engineering — Synapse, ADF, Databricks, Event Hubs, Stream Analytics. Service overview, architecture diagrams, pipelines, 200+ interview Q&A.

Synapse AnalyticsAzure Data FactoryDatabricks & DeltaEvent Hubs & Streaming
Start Learning →
QDE INTERVIEW
⭐ Premium

DE Interview Q&A

40 Lessons

40 deep-dive Data Engineering interview questions — data modeling, Kafka, Spark, Airflow, streaming, data lakes, architecture. Asked at Google, Amazon, Meta.

Data ModelingKafka & StreamingSpark OptimizationArchitecture Design
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DE PROJECTS
⭐ Premium

DE Cloud Projects

10 Lessons

10 production-grade DE projects — real-time pipelines, data lakehouses, CDC, feature stores, data mesh. Complete code, Terraform, cost analysis.

Real-Time PipelinesData LakehouseCDC PatternsTerraform IaC
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AI/ML PROJECTS
⭐ Premium

AI/ML Projects

10 Lessons

10 production AI/ML projects — RAG pipelines, LLM fine-tuning, recommendation systems, computer vision, MLOps. PyTorch, Docker, Kubernetes, MLflow.

RAG & LLMsComputer VisionRecommendationsMLOps Pipeline
Start Learning →
ML SYS DESIGN
⭐ Premium

ML System Design

10 Lessons

10 ML system design interview questions — recommendation systems, fraud detection, search ranking, ad CTR, content moderation. Full architecture & scale analysis.

System ArchitectureModel ServingScale AnalysisTrade-offs
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CACLOUD ARCH
⭐ Premium

Cloud Architecture

20 Lessons

20 cloud design patterns — serverless, microservices, event-driven, CQRS, Kubernetes, API gateway, service mesh, disaster recovery.

ServerlessEvent-DrivenKubernetesDisaster Recovery
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KAFKA INTERVIEW
⭐ Premium

Kafka Interview Q&A

15 Lessons

15 deep-dive Kafka interview questions — partitioning, replication, exactly-once, Streams, Connect, Schema Registry. Asked at LinkedIn, Uber, Netflix.

PartitioningReplicationExactly-OnceKafka Streams
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SPARK INTERVIEW
⭐ Premium

Spark Interview Q&A

15 Lessons

15 deep-dive Spark interview questions — architecture, memory, shuffle, streaming, Delta Lake, ML pipelines. Asked at Databricks, Netflix, Uber.

ArchitectureMemory & ShuffleStreamingDelta Lake
Start Learning →
⭐ Premium

Python Interview Q&A

20 Lessons

20 deep-dive Python interview questions — data structures, OOP, generators, decorators, async, design patterns. Asked at Google, Meta, Amazon.

Data StructuresOOP & PatternsConcurrencyCoding Problems
Start Learning →
SQL+
⭐ Premium

Advanced SQL Q&A

20 Lessons

20 advanced SQL lessons — recursive CTEs, PIVOT, JSON processing, gap-island, indexing strategies, query optimization. Asked at Google, Amazon, Meta.

Recursive CTEsJSON & ArraysGap & IslandOptimization
Start Learning →
MLMLOps
⭐ Premium

MLOps Pipeline Q&A

15 Lessons

15 deep-dive MLOps questions — experiment tracking, model registry, CI/CD for ML, monitoring, A/B testing, model serving. Asked at Google, Meta, Netflix.

Experiment TrackingModel ServingCI/CD for MLMonitoring
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