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🌐 Web Dev🐍 Python⚛️ React▲ Next.js📊 Statistics🗄️ SQL🧠 ML🔬 Deep Learning🤖 LLM🏗️ System Design📈 R🤖 Data Science🏗️ Data Engineering⚡ PySpark📡 Kafka🔄 Airflow🔧 dbt❄️ Snowflake🔒 Cybersecurity⛓️ Blockchain💬 NLP🔧 AIOps/LLMOps⭐ SQL Interview⭐ PySpark Interview⭐ Airflow Interview⭐ Snowflake Interview☁️ AWS Data Eng🔷 GCP Data Eng🔵 Azure Data Eng🟢 DE Interview📦 DE Projects🧠 AI/ML Projects🎯 ML System Design☁️ Cloud Architecture📡 Kafka Interview🔥 Spark Interview🐍 Python Interview📊 Advanced SQL🔧 MLOps Pipeline🚁 Drone AI
3,350+
Lessons
72
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
Start Learning →
Most Popular

Python

260+ Lessons

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

Basics & OOPData StructuresLibrariesAsync
Start Learning →
Comprehensive

Data Science

87 Lessons

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

NumPy & PandasVisualizationML ModelsDeep Learning
Start Learning →
⭐ Premium

DS Premium

50 Lessons

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

Feature EngineeringMLOpsTransformersProjects
Start Learning →
In Demand

Data Engineering

55+ Lessons

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

ETL/ELT PipelinesAirflow & KafkaSnowflake & dbtCloud & MLOps
Start Learning →
SQL
Essential

SQL

70+ Lessons

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

SELECT & JOINsWindow FunctionsCTEsOptimization
Start Learning →
Advanced

Machine Learning

85 Lessons

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

Supervised MLClusteringNeural NetsMLOps
Start Learning →
DEEP LEARNING
Neural Networks

Deep Learning

55 Lessons

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

BackpropagationCNNs & VisionAttention & TransformersGANs & Diffusion
Start Learning →
LLMLLM
AI/ML

LLM

155 Lessons

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

LLM ArchitectureFine-Tuning & PEFTRAG SystemsRLHF & Agents
Start Learning →
GenAI
Hot

Generative AI

100 Lessons

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

Transformer ArchitectureRAG & AgentsDiffusion ModelsPrompt Engineering
Start Learning →
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
Start Learning →
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
Start Learning →
HEALTH AI
New

Healthcare AI

50 Lessons

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

Medical ImagingClinical AIDrug DiscoveryGenomics
Start Learning →
$FINTECH
New

Fintech

50 Lessons

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

Algorithmic TradingPaymentsBlockchain FinanceRisk
Start Learning →
New

Drone AI

50 Lessons

Autonomous flight, computer vision, path planning, swarm intelligence, and AI-powered drone applications.

Autonomous NavigationComputer VisionPath PlanningSwarm AI
Start Learning →
New

Computer Vision

50 Lessons

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

Object DetectionSegmentationGANsNeRF3D Vision
Start Learning →
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
Start Learning →
Foundation

Statistics

400+ Lessons

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

ProbabilityDistributionsHypothesis TestingRegression
Start Learning →
∑∫π√MATH
Foundation

Engineering Math

100 Lessons

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

Linear AlgebraCalculusProbabilityStatisticsOptimization
Start Learning →
RR
Statistical

R Programming

75+ Lessons

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

R Basicsdplyr & tidyrggplot2Stats Models
Start Learning →
PYSPARK
Distributed

PySpark

40+ Lessons

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

SparkSessionDataFrames & SQLStreamingML Pipelines
Start Learning →
KAFKA
Event Streaming

Apache Kafka

5+ Lessons

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

Cluster ArchitectureProducersConsumer GroupsKafka Streams
Start Learning →
AIRFLOW
Orchestration

Apache Airflow

30 Lessons

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

DAG DesignOperators & HooksSensorsExecutors
Start Learning →
dbt
Analytics Eng

dbt

30 Lessons

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

Models & SeedsTestingJinja TemplatingLineage
Start Learning →
Cloud Data

Snowflake

50 Lessons

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

ArchitectureTime TravelStreams & TasksSnowpark
Start Learning →
REACT
Frontend

React JS

5 Lessons

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

Components & JSXHooksReact RouterState Management
Start Learning →
NEXT.JS
Full Stack

Next.js

4 Lessons

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

App RouterServer ComponentsData FetchingDeployment
Start Learning →
NNODE.JS
Backend

Node.js

4 Lessons

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

Node.js RuntimeExpress.jsDatabasesAuthentication
Start Learning →
SECURITY
Security

Cybersecurity

60 Lessons

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

Network SecurityCryptographyPen TestingForensics
Start Learning →
BLOCKCHAIN
Web3 & Crypto

Blockchain

100 Lessons

Complete blockchain A-Z: cryptocurrency, Ethereum, Solana, Solidity, smart contracts, DeFi, NFTs, payment systems, and Web3 development.

Ethereum & SolanaSmart ContractsDeFi & PaymentsNFTs & DAOs
Start Learning →
NLPLANGUAGE
New

NLP

75 Lessons

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

Tokenization & EmbeddingsTransformersBERT & GPTProduction NLP
Start Learning →
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
Start Learning →
⭐ 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
Start Learning →
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
Start Learning →
⭐ 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
Start Learning →
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
Start Learning →
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
Start Learning →
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
Start Learning →
⭐ 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
Start Learning →
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
Start Learning →
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
Start Learning →
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
Start Learning →
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
Start Learning →
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
Start Learning →
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
Start Learning →
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
Start Learning →
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
Start Learning →
Java
New

Java

30 Lessons

Syntax, OOP, collections, exceptions, lambdas, multithreading, JDBC, and project roadmaps.

Core JavaOOPCollectionsMultithreading
Start Learning →
C
New

C Programming

30 Lessons

Syntax, pointers, arrays, structures, dynamic memory, preprocessor, and algorithms.

PointersMemoryStructuresAlgorithms
Start Learning →
C++
New

C++

30 Lessons

STL, smart pointers, RAII, templates, OOP, exceptions, lambdas, and multithreading.

STLSmart PointersTemplatesConcurrency
Start Learning →
C#
New

C#

30 Lessons

LINQ, async/await, delegates, generics, Web API, EF Core, and xUnit testing.

OOPLINQAsyncWeb API
Start Learning →
New

Ruby

30 Lessons

Blocks, procs, modules, metaprogramming, testing, gems, Sinatra, and Rails intro.

BlocksEnumerableMetaprogrammingRails
Start Learning →
New

Data Structures

30 Lessons

Arrays, lists, stacks, queues, trees, graphs, sorting, searching, Big O, and interview prep.

Big OTreesGraphsSorting
Start Learning →
New

Electric Vehicle

30 Lessons

Batteries, powertrain, charging standards, BMS, regenerative braking, ADAS, V2G, and careers.

BatteriesChargingPowertrainADAS
Start Learning →
New

Economics

30 Lessons

Supply and demand, elasticity, market structures, macro policy, trade, growth, and real-world applications.

MicroeconomicsMacroeconomicsPolicyTrade
Start Learning →
New

Finance

30 Lessons

Stock markets, fundamental and technical analysis, portfolio theory, derivatives, and personal finance.

MarketsAnalysisPortfolioPersonal Finance
Start Learning →
New

Mechanical Engineering

30 Lessons

Mechanics, strength of materials, thermodynamics, fluid power, manufacturing, machine design, and failure analysis.

MechanicsThermo & FluidsManufacturingMachine Design
Start Learning →
New

Data Analytics

50 Lessons

Excel, SQL, Python, pandas, Tableau, Power BI, Looker, Qlik, Snowflake, BigQuery, dbt, Airflow, Kafka, PySpark, statistics, and A/B testing.

Spreadsheets & SQLPython & VizBI PlatformsCloud & Pipelines
Start Learning →
New

Electrical Engineering

30 Lessons

Circuits, AC systems, machines, power systems, protection, renewables, electronics, and embedded systems.

Circuits & ACMachinesPower SystemsElectronics
Start Learning →
PE
New

Power Electronics

30 Lessons

Rectifiers, DC-DC converters, inverters, PWM, gate drives, SiC GaN

Rectifiers and DC-DC ConversionInverters and AC ConversionSwitching, Gate Drives, and MagneticsThermal, EMC, and Reliability
Start Learning →
EM
New

Electrical Machines

30 Lessons

DC motors, transformers, induction and synchronous machines, testing

DC Machines and TransformersInduction and Synchronous MachinesSpecial and Brushless MachinesTesting, Thermal, and Fault Diagnosis
Start Learning →
PS
New

Power Systems

30 Lessons

Load flow, faults, stability, substations, HVDC, distribution

Network Modeling and AnalysisStability and Power TransferEquipment and SubstationsDistribution, Quality, and Integration
Start Learning →
CS
New

Control Systems

30 Lessons

Modeling, stability, root locus, Bode, PID, state space, digital control

Modeling and Time-Domain ResponseStability and Frequency-Domain DesignState Space and Advanced ControlDigital and Implementation Practice
Start Learning →
RES
New

Renewable Energy Systems

30 Lessons

Solar PV, wind, hydro, hydrogen, hybrids, storage, economics

Solar PV SystemsWind and Other RenewablesHybrid Systems and StorageEconomics, Standards, and Planning
Start Learning →
BMS
New

Battery Management Systems

30 Lessons

Cell chemistry, SoC SoH, balancing, charging, thermal, safety

Cell Chemistry and ModelingState Estimation and BalancingBMS Hardware and Pack DesignTesting, Safety, and Validation
Start Learning →
SGE
New

Smart Grid & Energy Storage

30 Lessons

AMI, PMU, storage, demand response, V2G, cybersecurity, grid AI

Grid Intelligence and CommunicationStorage Technologies and ServicesDistributed Resources and MarketsSecurity, Analytics, and Resilience
Start Learning →
IAP
New

Industrial Automation & PLC

30 Lessons

PLC, ladder logic, SCADA, HMI, industrial networks, safety, IIoT

Field Devices and PLC ControlSCADA and Industrial NetworkingDrives, Motion, and SafetyIntegration, Cybersecurity, and Projects
Start Learning →
ES
New

Embedded Systems

30 Lessons

Architectures, embedded C, RTOS, protocols, low power, security, safety

Hardware and Firmware FoundationsRTOS and ConcurrencyConnectivity and PowerReliability, Security, and Products
Start Learning →
PSP
New

Power System Protection

30 Lessons

Relays, CT VT, coordination, differential, distance, IEC 61850

Protection Fundamentals and InputsRelay Schemes and CoordinationEquipment ProtectionModern and Digital Protection
Start Learning →
HVE
New

High Voltage Engineering

30 Lessons

Dielectrics, corona, impulse testing, partial discharge, GIS, HVDC

Dielectrics and BreakdownHV Generation and MeasurementTesting and DiagnosticsInsulation Coordination and Equipment
Start Learning →
EMI
New

Electrical Measurements & Instrumentation

30 Lessons

Errors, bridges, meters, transducers, DAQ, calibration

Measurement Fundamentals and ErrorsBridges and Electrical MetersTransducers and Signal ConditioningDAQ, Calibration, and Applications
Start Learning →
MA
New

Microcontrollers & ARM

30 Lessons

Cortex-M, registers, GPIO, interrupts, DMA, serial, RTOS, TrustZone

Architecture and AssemblyPeripherals and InterfacingRTOS, Debug, and ToolchainSecurity and Application Projects
Start Learning →
CMD
New

CAD & Mechanical Design

30 Lessons

AutoCAD, SolidWorks, GD&T, drawings, machine elements, tolerance stack-up, DFM

Drawing Standards and GD&TCAD Modeling and DocumentationMachine Element DesignAnalysis, DFM, and Capstone
Start Learning →
THT
New

Thermodynamics & Heat Transfer

30 Lessons

Laws, power and refrigeration cycles, conduction, convection, radiation, heat exchangers

Laws and PropertiesPower and Refrigeration CyclesConduction, Convection, and RadiationApplications and Thermal Design
Start Learning →
FMC
New

Fluid Mechanics & CFD

30 Lessons

Fluid statics, Bernoulli, pipe flow, pumps, boundary layers, meshing, RANS turbulence

Statics and Conservation LawsInternal Flow and TurbomachineryExternal and Compressible FlowCFD Methods and Applications
Start Learning →
MAM
New

Manufacturing & Additive Manufacturing

30 Lessons

Casting, welding, machining, CNC, metrology, FDM, SLA, SLS, metal AM, Industry 4.0

Casting, Forming, and JoiningMachining and CNCAdditive ManufacturingQuality, Automation, and Capstone
Start Learning →
RM
New

Robotics & Mechatronics

30 Lessons

Kinematics, actuators, sensors, PLC, ROS, path planning, machine vision, robot cells

Robot Fundamentals and KinematicsActuators, Sensors, and ElectronicsControl, Software, and NavigationApplications, Safety, and Capstone
Start Learning →

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