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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:ContextualAI HALOs Online Iterative Alignment
- Workflow:TobikoData Sqlmesh Incremental model development
- Workflow:Predibase Lorax Structured JSON Output
- Workflow:Cohere ai Cohere python Text Embedding
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:Openai Openai python Audio Processing
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
- Workflow:Princeton nlp Tree of thought llm Adding new task
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Apache Spark Kubernetes Deployment
Principles
- Principle:Huggingface Datatrove Statistics Collection Framework
- Principle:Ollama Ollama GGUF Model Conversion Qwen3Next
- Principle:Huggingface Peft Adapter Persistence
- Principle:Pytorch Serve API Integration Testing
- Principle:Google deepmind Mujoco Sensor Pipeline
- Principle:Huggingface Datasets AudioFolder Dataset Building
- Principle:Online ml River Online Linear Regression
- Principle:Langfuse Langfuse Evaluation Configuration
- Principle:Mistralai Client python Finetuning Job Control
- Principle:FMInference FlexLLMGen Distributed Communication Abstraction
Implementations
- Implementation:SeleniumHQ Selenium FirefoxProfile
- Implementation:Huggingface Datatrove SymbolLinesFormatter
- Implementation:TobikoData Sqlmesh Model ModuleController
- Implementation:TobikoData Sqlmesh API Environments
- Implementation:Pytorch Serve Torchserve Grpc Client
- Implementation:Confident ai Deepeval ContextGenerator
- Implementation:TobikoData Sqlmesh API Plan
- Implementation:Pyro ppl Pyro OneTwoMatching
- Implementation:OpenRLHF OpenRLHF KDTrainer
- Implementation:InternLM Lmdeploy Autoget Backend
Heuristics
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:LaurentMazare Tch rs Device Fallback Pattern
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Ollama Ollama Sampling Numerical Stability
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
Environments
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Intel Ipex llm NPU Environment
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:TobikoData Sqlmesh Snowflake Connection