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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:ClickHouse ClickHouse Running Stateless Tests
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Apache Airflow Core Release Process
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Datahub project Datahub Docker Quickstart Deployment
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:Allenai Open instruct Tulu3 Full Post Training
- Workflow:Googleapis Python genai Text Content Generation
Principles
- Principle:Huggingface Datasets Data Download and Preparation
- Principle:Langchain ai Langgraph Runtime Context
- Principle:NVIDIA NeMo Aligner Reward Model Serving
- Principle:Triton inference server Server Performance Analysis
- Principle:Google deepmind Dm control Task Registry Discovery
- Principle:PacktPublishing LLM Engineers Handbook Evaluation Results Aggregation
- Principle:DataTalksClub Data engineering zoomcamp Streaming Data Model
- Principle:Tensorflow Tfjs Model Inference
- Principle:ClickHouse ClickHouse Server Package Configuration
- Principle:Protectai Llm guard Secret Detection
Implementations
- Implementation:CARLA simulator Carla WorldSnapshot Class
- Implementation:Run llama Llama index EvaluatorEvaluationDataset
- Implementation:OpenRLHF OpenRLHF PairWiseLoss
- Implementation:Scikit learn Scikit learn Fetch20Newsgroups
- Implementation:Risingwavelabs Risingwave Docker Environment Config
- Implementation:FMInference FlexLLMGen DeepSpeed AIO Perf Sweep
- Implementation:Scikit learn Scikit learn PassiveAggressiveClassifier
- Implementation:Apache Airflow Configuration Parser
- Implementation:LMCache LMCache ZMQ Offload Server
- Implementation:Treeverse LakeFS Java SDK Model GarbageCollectionPrepareResponse
Heuristics
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:Avdvg InjectGuard Module Level Initialization
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Langchain ai Langchain Retry Scope Best Practice
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:ThreeSR Awesome Inference Time Scaling API Rate Limiting Tip
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
- Heuristic:LaurentMazare Tch rs Safetensors Format Preference
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
Environments
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Spotify Luigi Apache Spark
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Protectai Llm guard Python Runtime Dependencies