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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:Openai Openai python Realtime Conversation
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Huggingface Optimum GPTQ Quantization
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:SeleniumHQ Selenium Contributor Development Workflow
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:Bentoml BentoML Bento Build And Containerization
- Workflow:DevExpress Testcafe CI Integration
- Workflow:ClickHouse ClickHouse Packaging For Distribution
Principles
- Principle:Intel Ipex llm Document Chunking
- Principle:Promptfoo Promptfoo CI Pipeline Configuration
- Principle:Duckdb Duckdb Prerequisite Code Generation
- Principle:Google deepmind Mujoco Energy Computation
- Principle:Ray project Ray Distributed Task Submission
- Principle:Datahub project Datahub Spark Lineage JAR Setup
- Principle:Huggingface Open r1 High Concurrency Inference
- Principle:Volcengine Verl Rule Based Reward Computation
- Principle:Getgauge Taiko Gauge Test Execution
- Principle:PeterL1n BackgroundMattingV2 Coarse matting prediction
Implementations
- Implementation:ArroyoSystems Arroyo Job Metrics
- Implementation:Deepset ai Haystack Pipeline Run For Evaluation
- Implementation:Microsoft DeepSpeedExamples ZenFlow Finetune Llama
- Implementation:Microsoft Playwright PlaywrightConnection
- Implementation:Mlc ai Mlc llm Prefix Cache Header
- Implementation:Online ml River ModelSelection Bandit
- Implementation:Turboderp org Exllamav2 ExLlamaV2TokenizerBase
- Implementation:Huggingface Transformers Fetch Hub Objects For CI
- Implementation:Tensorflow Tfjs Activations Test
- Implementation:Tensorflow Tfjs Training Utils
Heuristics
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:Microsoft Semantic kernel Function Choice Behavior Selection
Environments
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements
- Environment:Microsoft Semantic kernel OpenAI API Environment
- Environment:Sail sg LongSpec Inference Environment
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Intel Ipex llm NPU Environment
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Tensorflow Tfjs Python Converter
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment