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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:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:Hpcaitech ColossalAI DPO Alignment
- Workflow:Alibaba MNN Python Model Inference
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Mit han lab Llm awq AWQ Model Evaluation
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:EvolvingLMMs Lab Lmms eval Custom Task Creation
- Workflow:Bentoml BentoML Model Store Management
- Workflow:SeldonIO Seldon core Inference Pipeline
Principles
- Principle:Duckdb Duckdb Auxiliary Code Generation
- Principle:Online ml River Online Rule Learning
- Principle:Deepset ai Haystack Pipeline Orchestration
- Principle:FMInference FlexLLMGen HELM Scenario Configuration
- Principle:Nautechsystems Nautilus trader Rust Workspace Organization
- Principle:Googleapis Python genai Image Editing
- Principle:Datajuicer Data juicer Ray Cluster Initialization
- Principle:Apache Shardingsphere Federation Metadata Refresh
- Principle:Helicone Helicone Prompt Management
- Principle:TA Lib Ta lib python Cython Binding Generation
Implementations
- Implementation:Mlc ai Mlc llm Logit Processor
- Implementation:Datajuicer Data juicer ExtractNicknameMapper
- Implementation:InternLM Lmdeploy Impl 81616
- Implementation:Microsoft Onnxruntime OrtProvider
- Implementation:Pytorch Serve ModelArchiverConfig
- Implementation:Huggingface Datasets Dataset Save To Disk
- Implementation:Ucbepic Docetl HealthQuotesExplorer
- Implementation:Helicone Helicone Nvm Node Setup
- Implementation:Lance format Lance LegacyDecoder
- Implementation:Guardrails ai Guardrails Guard Tracing
Heuristics
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Test Train Option Consistency
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:Sktime Pytorch forecasting Learning Rate Scheduling
- Heuristic:Dagster io Dagster Batch Size Tuning
Environments
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:HKUDS AI Trader API Credentials
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Huggingface Diffusers Training Environment
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:Allenai Open instruct Docker Container
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:Apache Druid Web Console Development
- Environment:Openai Openai node OpenAI API Credentials