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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:Cypress io Cypress Component Test Execution
- Workflow:Rapidsai Cuml Dimensionality Reduction
- Workflow:Avhz RustQuant Monte Carlo Option Pricing
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:Onnx Onnx Model Creation
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:DevExpress Testcafe CLI Test Execution
Principles
- Principle:Duckdb Duckdb PostgreSQL SQL Parsing
- Principle:Huggingface Datasets Parquet Export
- Principle:Roboflow Rf detr ONNX Runtime Validation
- Principle:Huggingface Transformers Quantization Backend Selection
- Principle:Helicone Helicone Database Migrations
- Principle:Langfuse Langfuse Dataset Run Item Upsert
- Principle:NVIDIA DALI Anchor Box Encoding
- Principle:OpenRLHF OpenRLHF vLLM Inference Engine
- Principle:Eventual Inc Daft Lazy Dependency Loading
- Principle:Ggml org Ggml Tensor Context Management
Implementations
- Implementation:Eric mitchell Direct preference optimization Concatenated Inputs Fn
- Implementation:ArroyoSystems Arroyo Local Run
- Implementation:Duckdb Duckdb Generate C Api
- Implementation:Cypress io Cypress DetectFramework
- Implementation:Openai Openai node VectorStore Files
- Implementation:Microsoft Autogen Studio Datamodel Types
- Implementation:Google deepmind Dm control Suite Quadruped
- Implementation:Deepspeedai DeepSpeed Py AIO
- Implementation:Haosulab ManiSkill FloatingInspireHand
- Implementation:Deepset ai Haystack LazyImport
Heuristics
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
- Heuristic:Snorkel team Snorkel DataParallel Default Behavior
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
Environments
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Sgl project Sglang ROCm
- Environment:Cypress io Cypress Linux Display Server
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference