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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:Huggingface Diffusers Text to Image Inference
- Workflow:Hiyouga LLaMA Factory LoRA SFT Finetuning
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:Googleapis Python genai Context Caching
- Workflow:Tensorflow Tfjs Pretrained Model Conversion And Inference
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Sgl project Sglang Online Serving With OpenAI API
- Workflow:Mlc ai Web llm Text Embeddings And RAG
Principles
- Principle:Google deepmind Mujoco Model Text Dump
- Principle:Ggml org Llama cpp LoRA Model Merging
- Principle:Google research Deduplicate text datasets Substring Occurrence Querying
- Principle:Neuml Txtai Agent LLM Configuration
- Principle:Promptfoo Promptfoo CI Pipeline Configuration
- Principle:Marker Inc Korea AutoRAG REST API Deployment
- Principle:Huggingface Diffusers Checkpoint Format Identification
- Principle:Confident ai Deepeval Batch Evaluation Execution
- Principle:Pytorch Serve Server Lifecycle
- Principle:InternLM Lmdeploy Response Processing
Implementations
- Implementation:Alibaba MNN FlatBuffers Reflection Header
- Implementation:Scikit learn Scikit learn BenchRCV1LogregConvergence
- Implementation:Arize ai Phoenix RAG Span Helpers
- Implementation:Online ml River Time Series Evaluate Func
- Implementation:ArroyoSystems Arroyo Pnpm Lockfile
- Implementation:Openai Openai node Vercel Edge Lockfile
- Implementation:Getgauge Taiko Button
- Implementation:Mlflow Mlflow Check Function Signatures
- Implementation:Microsoft Onnxruntime TrainingUtil Declarations
- Implementation:BerriAI Litellm Prometheus Services
Heuristics
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:Astronomer Astronomer cosmos Cache Strategy Optimization
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
Environments
- Environment:Snorkel team Snorkel PySpark
- Environment:Apache Druid Integration Test Docker
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Vllm project Vllm Intel XPU
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Openai Whisper Numba
- Environment:Huggingface Datasets SQL Dependencies