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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:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Lance format Lance Table Optimization
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
Principles
- Principle:Huggingface Datatrove Job Tracking Dashboard
- Principle:Norrrrrrr lyn WAInjectBench Environment Setup
- Principle:Triton inference server Server Model Configuration
- Principle:Facebookresearch Audiocraft Multi Period Discrimination
- Principle:Pytorch Serve Label Mapping
- Principle:Rapidsai Cuml Cluster Model Fitting
- Principle:Romsto Speculative Decoding KV Cache Pruning
- Principle:Ggml org Llama cpp CI Testing
- Principle:ARISE Initiative Robosuite Instance Randomization Configuration
- Principle:Hpcaitech ColossalAI SFT Training Execution
Implementations
- Implementation:Ollama Ollama Convert Qwen3Vl
- Implementation:ArroyoSystems Arroyo Python Interpreter
- Implementation:Elevenlabs Elevenlabs python GetUnitTestResponseModel
- Implementation:Unstructured IO Unstructured Golden File Fixtures Collaboration
- Implementation:Avhz RustQuant Finite Difference Pricer
- Implementation:Google deepmind Mujoco MJX Sensor
- Implementation:Openai Openai node Uploads Resource
- Implementation:Ollama Ollama Mtmd SigLIP
- Implementation:Pola rs Polars Filter by Time Range
- Implementation:Infiniflow Ragflow UseGraphStore Zustand
Heuristics
- Heuristic:Unstructured IO Unstructured Multi Python Matrix
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:Langchain ai Langchain Deprecation Version Tracking
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Apache Airflow Task Idempotency Pattern
Environments
- Environment:HKUDS AI Trader MCP Services
- Environment:Tensorflow Tfjs Python Converter
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Alibaba MNN Python Export Environment
- Environment:Trailofbits Fickling Python Runtime