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Workflows
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Principles
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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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|---|---|---|
| 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:Volcengine Verl PPO Training With Reward Model
- Workflow:Helicone Helicone Local Development Setup
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Ggml org Llama cpp Multimodal Inference
- Workflow:Mistralai Client python Text Embeddings
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:Microsoft Agent framework Basic Agent Creation
Principles
- Principle:Openai Evals Language Modeling Evaluation
- Principle:Mlc ai Web llm Web Worker Engine Handler
- Principle:FlowiseAI Flowise API Integration Code Generation
- Principle:ClickHouse ClickHouse Program Component Compilation
- Principle:NVIDIA NeMo Aligner Supervised Training Loop
- Principle:Romsto Speculative Decoding Model Loading
- Principle:Guardrails ai Guardrails Server Config Scaffolding
- Principle:Lucidrains X transformers Sequence to Sequence Data Preparation
- Principle:Langchain ai Langgraph Async Store Operations
- Principle:Roboflow Rf detr Model Initialization
Implementations
- Implementation:Farama Foundation Gymnasium HumanoidEnv V4
- Implementation:Ollama Ollama Convert DeepSeek2
- Implementation:Google deepmind Dm control MJCF Physics
- Implementation:Datahub project Datahub DatahubSparkListener Lifecycle
- Implementation:Astronomer Astronomer cosmos AthenaAccessKeyProfileMapping
- Implementation:Huggingface Transformers Create Circleci Config
- Implementation:CARLA simulator Carla BasicAgent Done
- Implementation:ClickHouse ClickHouse Clickhouse Client Interactive
- Implementation:NVIDIA NeMo Curator Fuzzy IdentifyDuplicatesStage
- Implementation:Apache Paimon KeyValue
Heuristics
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
Environments
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Zai org CogVideo Diffusers Finetuning Environment