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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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|---|---|---|
| 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:Farama Foundation Gymnasium RL Agent Training Loop
- Workflow:Huggingface Trl GRPO Training
- Workflow:Farama Foundation Gymnasium Policy Gradient Training
- Workflow:Apache Kafka PR Merge And Backport
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Openai Evals Creating a model graded eval
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
- Workflow:Recommenders team Recommenders News Recommendation NRMS
- Workflow:Huggingface Transformers Model Quantization
- Workflow:DataTalksClub Data engineering zoomcamp dbt Analytics Transformation
Principles
- Principle:Kubeflow Kubeflow Train Model
- Principle:Apache Paimon Authentication
- Principle:Cleanlab Cleanlab Class Level Quality Ranking
- Principle:FMInference FlexLLMGen AIO Performance Benchmarking
- Principle:Intel Ipex llm Lookahead Decoding
- Principle:AnswerDotAI RAGatouille Model Export
- Principle:Online ml River Estimator Validation Framework
- Principle:PeterL1n BackgroundMattingV2 Dataset path configuration
- Principle:Langchain ai Langgraph Checkpointer Initialization
- Principle:Open compass VLMEvalKit Dataset Base Class Hierarchy
Implementations
- Implementation:Iterative Dvc ProjectFile Dump
- Implementation:ARISE Initiative Robosuite Wipe Environment
- Implementation:Openai Openai python Eval Update Response
- Implementation:Langfuse Langfuse ExtractInputAndOutput
- Implementation:Google deepmind Mujoco XML Util Header
- Implementation:ArroyoSystems Arroyo Plan Rewriter
- Implementation:Neuml Txtai Image Captioning
- Implementation:Iterative Dvc Repo Status
- Implementation:Langchain ai Langchain ChatFireworks
- Implementation:Speechbrain Speechbrain Train PeoplesSpeech
Heuristics
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Langgenius Dify Env Sync Upgrade Strategy
- Heuristic:Wandb Weave Batch Processing Tuning
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:Neuml Txtai MacOS Stability Workarounds
Environments
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:Protectai Modelscan TensorFlow Optional
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Huggingface Datatrove Python Runtime
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment