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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:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:Openai Evals Running a single eval
- Workflow:Nautechsystems Nautilus trader Strategy development
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:Spotify Luigi Spark Processing Pipeline
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:PrefectHQ Prefect API Sourced ETL
Principles
- Principle:Eric mitchell Direct preference optimization Dataset Registration
- Principle:Ggml org Llama cpp Speculative Decoding
- Principle:Princeton nlp Tree of thought llm Thought Generation
- Principle:Ggml org Llama cpp PEG Parser Framework
- Principle:Liu00222 Open Prompt Injection Known Answer Detection
- Principle:Openai Openai python Realtime Conversation Management
- Principle:Bigscience workshop Petals Output Decoding
- Principle:NVIDIA TransformerEngine FP8 Quantization
- Principle:HKUDS AI Trader LangChain Agent Initialization
- Principle:Scikit learn Scikit learn Gaussian Process
Implementations
- Implementation:Langchain ai Langchain FireworksEmbeddings
- Implementation:Webdriverio Webdriverio XPath Predicate
- Implementation:Apache Hudi CompactionPlanStrategy Select
- Implementation:Cleanlab Cleanlab Datalab Init
- Implementation:Apache Paimon TableRead Multi Format
- Implementation:DataTalksClub Data engineering zoomcamp Kafka Docker Compose Setup
- Implementation:Ray project Ray Metric Histogram
- Implementation:SeleniumHQ Selenium MutableCapabilities
- Implementation:Microsoft Onnxruntime CPU TrainingSplit
- Implementation:Volcengine Verl Chat Message Template
Heuristics
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:AnswerDotAI RAGatouille Collection Size Index Tuning
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:Dotnet Machinelearning LDA Thread Reservation
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Tencent Ncnn Letterbox Vs Direct Resize
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
Environments
- Environment:Webdriverio Webdriverio Node Runtime Environment
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Sgl project Sglang CUDA SM100
- Environment:Arize ai Phoenix Python Runtime
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Togethercomputer Together python API Credentials
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Iterative Dvc Python Runtime
- Environment:Vllm project Vllm Python Dependencies