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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:MaterializeInc Materialize Docker Image Build
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Openai Evals Running an eval set
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Deepset ai Haystack RAG Pipeline
- Workflow:Cohere ai Cohere python Streaming Chat
Principles
- Principle:Huggingface Transformers Context Parallelism
- Principle:Langfuse Langfuse S3 Payload Upload
- Principle:Speechbrain Speechbrain SepFormer Model Configuration
- Principle:ArroyoSystems Arroyo Job Monitoring
- Principle:Speechbrain Speechbrain HiFi GAN Vocoder Training
- Principle:Huggingface Datatrove Lambda Filtering
- Principle:Guardrails ai Guardrails DataGeneration
- Principle:Langgenius Dify ModelManagement
- Principle:Mit han lab Llm awq Vision Language Projection
- Principle:Lm sys FastChat Leaderboard Dashboard Rendering
Implementations
- Implementation:Groq Groq python Completions Create
- Implementation:Norrrrrrr lyn WAInjectBench LlavaYesnoToken Init
- Implementation:Promptfoo Promptfoo loadApiProvider
- Implementation:Infiniflow Ragflow Chat Utils
- Implementation:Fastai Fastbook Training Loop Manual
- Implementation:Spotify Luigi LSFJobTask
- Implementation:Huggingface Trl Get Peft Config Reward
- Implementation:Alibaba ROLL Comparison GPT4 Data Zh
- Implementation:Open compass VLMEvalKit VGRPBench OddEvenSudoku
- Implementation:BerriAI Litellm MCP Registry
Heuristics
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:ArroyoSystems Arroyo Checkpoint Interval Tuning
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:Anthropics Anthropic sdk python Adaptive Thinking Over Enabled
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
Environments
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Openai CLIP Python Dependencies
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:Apache Spark Kubernetes Runtime
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Avhz RustQuant Rust Stable