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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 Binary Build and Release
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:Apache Paimon Data Ingestion With Ray Sink
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Groq Groq python Batch Processing
- Workflow:Dotnet Machinelearning Text Classification
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Kserve Kserve Canary Rollout Deployment
Principles
- Principle:Googleapis Python genai Multimodal Content Assembly
- Principle:Openai Openai agents python Lifecycle Hooks
- Principle:Eventual Inc Daft Row Filtering
- Principle:EvolvingLMMs Lab Lmms eval TUI Web Interface
- Principle:OpenBMB UltraFeedback Model Loading
- Principle:Puppeteer Puppeteer Element Interaction
- Principle:MaterializeInc Materialize Workload Replay
- Principle:Scikit learn Scikit learn Data Inspection
- Principle:Huggingface Datasets Feature Schema Inspection
- Principle:FlowiseAI Flowise Document Store Creation
Implementations
- Implementation:Langchain ai Langchain Langchain Classic Init
- Implementation:Tensorflow Serving servable state h
- Implementation:SeldonIO Seldon core Seldon Model Infer Explainer
- Implementation:Open compass VLMEvalKit MMSIVideoBench
- Implementation:Avhz RustQuant Bernoulli Distribution
- Implementation:Microsoft Onnxruntime CUDA ReductionAll
- Implementation:Iamhankai Forest of Thought Parse Args
- Implementation:Openai Openai python CLI Entry Point
- Implementation:Apache Druid ParseTimeTable
- Implementation:Langgenius Dify I18n Context
Heuristics
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
Environments
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:Sgl project Sglang Distributed
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:Turboderp org Exllamav2 Flash Attention Backend