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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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|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
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| 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:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Deepset ai Haystack Document Indexing Pipeline
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
Principles
- Principle:Haifengl Smile Data Transformation
- Principle:Turboderp org Exllamav2 Device Management
- Principle:FlagOpen FlagEmbedding LLM Dense Retrieval Training
- Principle:Langchain ai Langchain Streaming Method Invocation
- Principle:Datajuicer Data juicer QA Optimization
- Principle:Webdriverio Webdriverio Service Launcher Pattern
- Principle:Run llama Llama index Index Persistence
- Principle:Protectai Llm guard Programming Language Detection
- Principle:Allenai Open instruct Project Dependency Management
- Principle:LaurentMazare Tch rs Sequential Model Definition
Implementations
- Implementation:DataExpert io Data engineer handbook Tumble Over Window
- Implementation:Online ml River Stream Iter Vaex
- Implementation:Facebookresearch Habitat lab ActionSpace
- Implementation:Ollama Ollama Llama KV Cache ISWA
- Implementation:Spcl Graph of thoughts AbstractLanguageModel
- Implementation:Ollama Ollama Imagegen ZImage Transformer
- Implementation:Googleapis Python genai Part From Uri And Bytes
- Implementation:CarperAI Trlx Default SFT Config
- Implementation:Hiyouga LLaMA Factory API Chat
- Implementation:FlagOpen FlagEmbedding BGE Finetune Modeling
Heuristics
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:Google deepmind Mujoco MJX Benchmarking Tips
- Heuristic:Protectai Llm guard Token Limit Early Guard
- Heuristic:Pytorch Serve Ampere Tensor Core Optimization
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
Environments
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Iterative Dvc Python Runtime
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Apache Kafka Docker Build Environment
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Rapidsai Cuml Dask Distributed