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Workflows
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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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| 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:SeleniumHQ Selenium Contributor Development Workflow
- Workflow:Microsoft Playwright Trace recording and debugging
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:Huggingface Datasets Hub Publishing
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:Onnx Onnx Reference Evaluation
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Triton inference server Server Model Performance Tuning
- Workflow:CrewAIInc CrewAI Flow Based Orchestration
Principles
- Principle:Google deepmind Mujoco Model Format Detection
- Principle:Mlc ai Mlc llm Compiled Artifact Validation
- Principle:NVIDIA DALI Image Decoding
- Principle:MaterializeInc Materialize Upgrade Validation
- Principle:SqueezeAILab ETS ILP Node Selection
- Principle:Apache Kafka Coordinator Metadata Propagation
- Principle:Triton inference server Server Server Launch
- Principle:Haifengl Smile Numerical Conversion
- Principle:SeleniumHQ Selenium Development Environment Setup
- Principle:CrewAIInc CrewAI Semantic Retrieval
Implementations
- Implementation:Scikit learn Scikit learn NearestNeighbors
- Implementation:BerriAI Litellm Veo Video Generation Example
- Implementation:DevExpress Testcafe NativeAutomation Input
- Implementation:Kubeflow Pipelines Dsl Condition
- Implementation:Alibaba MNN Protobuf Message CC
- Implementation:Scikit learn Scikit learn FastICA
- Implementation:Apache Flink IndexLookupGeneratorFunction
- Implementation:Openai Evals OpenAIAssistantsSolver
- Implementation:Bitsandbytes foundation Bitsandbytes Linear4bit FSDP
- Implementation:Promptfoo Promptfoo Docusaurus Config
Heuristics
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
- Heuristic:Sail sg LongSpec Triton Block Size Tuning
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Alibaba ROLL KL Coefficient Tuning
- Heuristic:Mbzuai oryx Awesome LLM Post training Depth Limit Recursion At 2
- Heuristic:Unstructured IO Unstructured Chunk Size Tuning
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
Environments
- Environment:Intel Ipex llm Portable Environment
- Environment:Tensorflow Tfjs Python Converter
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:Unstructured IO Unstructured Libmagic
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Googleapis Python genai Gemini API Key Authentication