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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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|---|---|---|
| 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:DevExpress Testcafe Programmatic Test Execution
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:MaterializeInc Materialize dbt Integration
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:NVIDIA NeMo Aligner Reward Model Training
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Duckdb Duckdb Building From Source
- Workflow:Haifengl Smile SQL Analytics Pipeline
Principles
- Principle:Pyro ppl Pyro Autoregressive Networks
- Principle:Cleanlab Cleanlab Datalab Multilabel Label Issue Detection
- Principle:Confident ai Deepeval PydanticAI Instrumentation
- Principle:Zai org CogVideo Dataset Preparation
- Principle:Tensorflow Serving Version Promotion And Rollback
- Principle:Unstructured IO Unstructured Time Profiling
- Principle:Ucbepic Docetl LLM Powered Document Ranking
- Principle:Online ml River Active Learning Classification
- Principle:Microsoft Semantic kernel NLP Evaluation Metrics
- Principle:ARISE Initiative Robomimic Algorithm Instantiation
Implementations
- Implementation:CrewAIInc CrewAI Databricks Query Tool
- Implementation:Fede1024 Rust rdkafka ClientConfig Create With Context
- Implementation:Openai Openai python Shared Reasoning
- Implementation:NVIDIA DALI QA Setup Packages
- Implementation:Run llama Llama index PydanticOutputParser
- Implementation:Cohere ai Cohere python RequestOptions
- Implementation:CARLA simulator Carla StreamingServer
- Implementation:DevExpress Testcafe Gulpfile
- Implementation:Pytorch Serve DeepLabHead
- Implementation:Guardrails ai Guardrails Hub Install
Heuristics
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
- Heuristic:Openai Openai python Timeout Connection Defaults
Environments
- Environment:Togethercomputer Together python API Credentials
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Apache Flink Python PyFlink Environment
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:Datahub project Datahub Python Ingestion
- Environment:Cypress io Cypress Browser Requirements
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Webdriverio Webdriverio Cloud Service Credentials