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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:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
Principles
- Principle:PacktPublishing LLM Engineers Handbook Supervised Finetuning
- Principle:Interpretml Interpret Morris Sensitivity Analysis
- Principle:ArroyoSystems Arroyo Connection Profile Management
- Principle:Spcl Graph of thoughts Sorting Response Parsing
- Principle:Scikit learn contrib Imbalanced learn Balanced Bagging
- Principle:Ollama Ollama Modelfile Format
- Principle:Unstructured IO Unstructured Document Partitioning
- Principle:Webdriverio Webdriverio MonadPattern
- Principle:Deepseek ai Janus Image Post Processing
- Principle:Junyanz Pytorch CycleGAN and pix2pix Pretrained Model Download
Implementations
- Implementation:Scikit learn Scikit learn FetchSpeciesDistributions
- Implementation:Interpretml Interpret DetermineLinkFunction
- Implementation:PrefectHQ Prefect DataAnalysis Output Model
- Implementation:LaurentMazare Tch rs GymEnv
- Implementation:FlowiseAI Flowise Docker Compose Queue Prebuilt
- Implementation:Teamcapybara Capybara Html5 Drag
- Implementation:InternLM Lmdeploy Gateway
- Implementation:Heibaiying BigData Notes DataFrame Transformation API
- Implementation:Marker Inc Korea AutoRAG Evaluator Init
- Implementation:NVIDIA NeMo Curator MinHashStage
Heuristics
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:Obss Sahi Auto Slice Resolution
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
Environments
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Sail sg LongSpec Training Environment
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:Alibaba ROLL vLLM Inference Environment