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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:Microsoft Playwright API testing
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:Lm sys FastChat MT Bench Evaluation
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:Kserve Kserve Deploying InferenceService
- Workflow:Langchain ai Langchain Release Process
- Workflow:Huggingface Optimum GPTQ Quantization
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:Treeverse LakeFS Data Version Control With Branches
Principles
- Principle:ClickHouse ClickHouse Installation
- Principle:MaterializeInc Materialize Source and Model Definition
- Principle:Treeverse LakeFS Import Initiation
- Principle:Deepspeedai DeepSpeed Engine Initialization
- Principle:Interpretml Interpret SHAP Tree Explanation
- Principle:Facebookresearch Audiocraft Audio Augmentation Effects
- Principle:Huggingface Datatrove URL Filtering
- Principle:Recommenders team Recommenders Spark Session Management
- Principle:Apache Dolphinscheduler Connection Testing
- Principle:Mit han lab Llm awq Conversation Template Management
Implementations
- Implementation:Speechbrain Speechbrain EER And MinDCF
- Implementation:Pyro ppl Pyro AffineBeta
- Implementation:EvolvingLMMs Lab Lmms eval Task Utility Interface
- Implementation:Kubeflow Kubeflow Release Handbook Process
- Implementation:Google deepmind Mujoco mj forward
- Implementation:Apache Paimon Run Mixed Tests Script
- Implementation:BerriAI Litellm MCP Registry
- Implementation:Kserve Kserve Triton MMS Perf Test
- Implementation:Langchain ai Langgraph SDK Schema
- Implementation:Elevenlabs Elevenlabs python VoiceSample
Heuristics
- Heuristic:Haifengl Smile BFGS Convergence Tuning
- Heuristic:Tencent Ncnn NMS Threshold Tuning
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:Wandb Weave Concurrency Deadlock Prevention
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Puppeteer Puppeteer Timeout Hierarchy
Environments
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:Apache Airflow Python Runtime Environment
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:LMCache LMCache Python Runtime
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Huggingface Trl Quantization Environment