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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:ArroyoSystems Arroyo UDF Development
- Workflow:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:Lance format Lance Full Text Search
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:Apache Kafka Docker Image Release
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Obss Sahi Sliced Inference Pipeline
Principles
- Principle:Deepspeedai DeepSpeed AutoTP Model Loading
- Principle:Huggingface Datatrove IPC Data Reading
- Principle:Deepset ai Haystack Document Language Classification
- Principle:Spotify Luigi Hadoop Job Configuration
- Principle:Tencent Ncnn Vulkan Inference Configuration
- Principle:Run llama Llama index Training Data Collection
- Principle:ArroyoSystems Arroyo Execution Engine
- Principle:Langchain ai Langchain Standard Integration Testing
- Principle:Webdriverio Webdriverio Custom Service Development
- Principle:Treeverse LakeFS Tag Creation
Implementations
- Implementation:Huggingface Transformers Check Config Attributes
- Implementation:Pyro ppl Pyro MCMC Summary
- Implementation:Huggingface Peft CPTConfig
- Implementation:Kornia Kornia Total Variation Loss
- Implementation:Hpcaitech ColossalAI Eval BaseDataset
- Implementation:Langfuse Langfuse ChatML Types
- Implementation:Haifengl Smile DataFrame To Numerical For SQL
- Implementation:Apache Paimon DataWriter
- Implementation:NVIDIA DALI SSD Utils
- Implementation:FlagOpen FlagEmbedding FlagAutoModel From Finetuned Validation
Heuristics
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:Google deepmind Mujoco MJX Feature Compatibility
Environments
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:Sdv dev SDV Python Runtime
- Environment:Ollama Ollama CGo Runtime
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Openai Openai agents python Python 3 9 Runtime