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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:TobikoData Sqlmesh Dbt project migration
- Workflow:Google deepmind Mujoco Interactive simulation
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Alibaba MNN Model Conversion Pipeline
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Unslothai Unsloth Model Export And Deployment
- Workflow:Cohere ai Cohere python Text Embedding
- Workflow:Ggml org Llama cpp Text Generation
Principles
- Principle:Elevenlabs Elevenlabs python Audio Sample Preparation
- Principle:TobikoData Sqlmesh Ongoing Interval Processing
- Principle:Interpretml Interpret Visualization Environment Detection
- Principle:Scikit learn Scikit learn Classification Prediction
- Principle:Pyro ppl Pyro Bayesian Module Integration
- Principle:Lucidrains X transformers Entropy Based Segmentation
- Principle:Pola rs Polars Aggregation Expression Building
- Principle:Apache Spark Cluster Configuration
- Principle:PacktPublishing LLM Engineers Handbook Query Expansion
- Principle:LaurentMazare Tch rs Weight Loading
Implementations
- Implementation:CrewAIInc CrewAI RAG Tool
- Implementation:Openai Openai python Response Custom Tool Call Input Done
- Implementation:CrewAIInc CrewAI RAG Embedding Service
- Implementation:Hiyouga LLaMA Factory WebUI Common
- Implementation:CARLA simulator Carla Client Start Recorder
- Implementation:Mlfoundations Open flamingo Evaluate vqa
- Implementation:OpenGVLab InternVL Segmentation Train
- Implementation:Microsoft Playwright MimeType
- Implementation:Cohere ai Cohere python ConnectorOAuth Model
- Implementation:Online ml River Active EntropySampler
Heuristics
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
Environments
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Alibaba MNN CPU Build Environment
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Vllm project Vllm Benchmarks
- Environment:Apache Paimon Python Core Runtime
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Ggml org Ggml Vulkan GPU Environment