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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:Microsoft Agent framework Basic Agent Creation
- Workflow:Apache Kafka Docker Image Release
- Workflow:Run llama Llama index RAG Query Pipeline
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:LaurentMazare Tch rs MNIST Training
- Workflow:Cypress io Cypress Binary Build and Release
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Facebookresearch Habitat lab Custom Task Extension
Principles
- Principle:Huggingface Transformers Quantized Model Loading
- Principle:Microsoft Onnxruntime Memory Optimization
- Principle:Huggingface Datasets Dataset Metadata Configuration
- Principle:Huggingface Diffusers LoRA Adapter Injection
- Principle:Sgl project Sglang Batch Text Generation
- Principle:Lance format Lance Compaction Planning
- Principle:PrefectHQ Prefect Markdown Artifact Creation
- Principle:Gretelai Gretel synthetics Batch Synthetic Generation
- Principle:Romsto Speculative Decoding Rejection Sampling Adjustment
- Principle:Sktime Pytorch forecasting KAN Architecture
Implementations
- Implementation:Cohere ai Cohere python ToolParameterDefinitionsValue Model
- Implementation:Recommenders team Recommenders DKN Iterator
- Implementation:Confident ai Deepeval Golden
- Implementation:Huggingface Transformers Check Repo
- Implementation:Kserve Kserve LLMIsvc Controller
- Implementation:Openai Openai agents python OpenAIResponsesModel Get Response
- Implementation:Tencent Ncnn MobileNetV2 SSDLite Example
- Implementation:Ollama Ollama Llama Model Arctic
- Implementation:Spotify Luigi Deps Tool
- Implementation:Apache Flink SourceReaderBase
Heuristics
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:OpenGVLab InternVL LoRA Alpha Scaling
- Heuristic:DataTalksClub Data engineering zoomcamp Dbt Materialization Strategy
- Heuristic:Snorkel team Snorkel DataParallel Default Behavior
- Heuristic:Obss Sahi Auto Slice Resolution
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
Environments
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:Sail sg LongSpec Training Environment
- Environment:Openai Openai python Azure OpenAI
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Openai Evals OpenAI API Configuration
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:Mistralai Client python GCP Deployment Environment