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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:OpenRLHF OpenRLHF SFT Training
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:CarperAI Trlx PPO Sentiment Training
- Workflow:Huggingface Datatrove Synthetic Data Generation
- Workflow:Intel Ipex llm LoRA Finetuning
- Workflow:Apache Spark Standalone Cluster Deployment
- Workflow:Protectai Modelscan CLI Model Scanning
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:Unstructured IO Unstructured Document Partitioning
- Workflow:Rapidsai Cuml Random Forest Training And Inference
Principles
- Principle:Groq Groq python Stream Chunk Processing
- Principle:Kserve Kserve Graph Component Deployment
- Principle:Teamcapybara Capybara Element Assertion
- Principle:Helicone Helicone Database Schema
- Principle:Apache Shardingsphere DDL Metadata Reload
- Principle:Alibaba MNN Operator Fusion Codegen
- Principle:Apache Spark Distribution Packaging
- Principle:Avhz RustQuant Probability Distributions
- Principle:Apache Dolphinscheduler Connection Testing
- Principle:Spotify Luigi Task Simulation
Implementations
- Implementation:Sdv dev SDV BaseSynthesizer Add Constraints
- Implementation:Interpretml Interpret RegressionPerf
- Implementation:Heibaiying BigData Notes ConsumerRebalanceListener Usage
- Implementation:Zai org CogVideo I2V Export To Video
- Implementation:Explodinggradients Ragas TestsetGenerator Generate
- Implementation:CrewAIInc CrewAI Knowledge Attachment Config
- Implementation:Heibaiying BigData Notes Storm Parallelism Config
- Implementation:Openai Openai node Examples Lockfile
- Implementation:Apache Airflow Retag Docker Images
- Implementation:Online ml River Cluster DenStream
Heuristics
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
- Heuristic:Apache Hudi Write Memory Tuning
- Heuristic:MarketSquare Robotframework browser Windows Shell NPM Workaround
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:Trailofbits Fickling Allowlist Maintenance
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
Environments
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:Datahub project Datahub Docker Quickstart Environment
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Microsoft Agent framework API Credentials
- Environment:Spotify Luigi AWS S3 Storage
- Environment:CarperAI Trlx Python Accelerate
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Online ml River Python Runtime Environment
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK