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1,118
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:Open compass VLMEvalKit Adding Custom VLM
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
- Workflow:PacktPublishing LLM Engineers Handbook Digital Data ETL
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:Ray project Ray Serve Deployment
- Workflow:Groq Groq python Batch Processing
- Workflow:Nautechsystems Nautilus trader Strategy development
Principles
- Principle:Datahub project Datahub Sample Data Ingestion
- Principle:TobikoData Sqlmesh Dbt Project Assessment
- Principle:Apache Shardingsphere Persistence Facade Construction
- Principle:Googleapis Python genai Job Monitoring
- Principle:Haosulab ManiSkill Digital Twin Construction
- Principle:Getgauge Taiko Network Emulation
- Principle:NVIDIA DALI Custom Operator Build System
- Principle:MaterializeInc Materialize Version Resolution
- Principle:Langgenius Dify Workflow Initialization
- Principle:Langchain ai Langgraph ReAct Agent Construction
Implementations
- Implementation:Facebookresearch Audiocraft ViSQOL and SISNR
- Implementation:Openai Evals MMLU Eval Config
- Implementation:Huggingface Optimum Run And TimeBenchmark
- Implementation:Langchain ai Langchain BaseChatModel Convert Input For Streaming
- Implementation:Guardrails ai Guardrails Guard Use Custom Validator
- Implementation:Farama Foundation Gymnasium HumanoidStandupEnv V5
- Implementation:Iterative Dvc Repo Move
- Implementation:Datajuicer Data juicer CalibrateResponseMapper
- Implementation:NVIDIA DALI DynamicScratchpad Tests
- Implementation:NVIDIA NeMo Curator NewlineNormalizer
Heuristics
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:Huggingface Diffusers VAE Scaling Factors
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:TobikoData Sqlmesh Model Change Categorization
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Microsoft BIPIA Delta Weight CPU Loading
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
Environments
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Apache Flink Java Build Environment
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Tensorflow Tfjs Python Converter
- Environment:Vllm project Vllm AWS ECR
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment