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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:Ggml org Ggml GPT2 Text Generation
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:Apache Dolphinscheduler Datasource Connection Management
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:PacktPublishing LLM Engineers Handbook Dataset Generation
- Workflow:ClickHouse ClickHouse Server Deployment
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:Openai Evals Building a custom eval
Principles
- Principle:Spotify Luigi Hive Data Access
- Principle:Microsoft Onnxruntime Checkpoint Loading
- Principle:Deepspeedai DeepSpeed DeepSpeed Configuration
- Principle:ClickHouse ClickHouse Optimized Memcpy
- Principle:Teamcapybara Capybara Auto Waiting
- Principle:Volcengine Verl VLM Model Configuration
- Principle:Mlflow Mlflow Training Execution
- Principle:Confident ai Deepeval Span Level Test Cases
- Principle:Zai org CogVideo SAT Dataset Preparation
- Principle:Langchain ai Langchain Standard Integration Testing
Implementations
- Implementation:Shiyu coder Kronos Plot Prediction Pattern
- Implementation:Google deepmind Dm control Suite Load
- Implementation:Microsoft Playwright NetworkDispatchers
- Implementation:Cohere ai Cohere python Document Model
- Implementation:Apache Shardingsphere JDBCRepository Persist
- Implementation:Haosulab ManiSkill UnitreeGo2
- Implementation:Facebookresearch Habitat lab PointNavResNetPolicy from config
- Implementation:NVIDIA TransformerEngine Custom GEMM
- Implementation:Speechbrain Speechbrain Normalize Util
- Implementation:Guardrails ai Guardrails Telemetry Common
Heuristics
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:Huggingface Alignment handbook EOS Token Alignment
Environments
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Openai Openai python Python 3 9 Plus
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:Vllm project Vllm ROCm
- Environment:Duckdb Duckdb Code Formatting Tools