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Total Pages
1,118
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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Browse by Category
| 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:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Datahub project Datahub Docker Quickstart Deployment
- Workflow:Groq Groq python Text To Speech
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Lance format Lance Full Text Search
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:Bitsandbytes foundation Bitsandbytes 4bit QLoRA Inference
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
Principles
- Principle:Teamcapybara Capybara RSpec Integration
- Principle:Ollama Ollama GGUF Model Conversion GlmOcr
- Principle:OpenHands OpenHands Name Validation
- Principle:Huggingface Trl PEFT LoRA Configuration SFT
- Principle:OpenGVLab InternVL Vision Language Model Loading
- Principle:FMInference FlexLLMGen DeepSpeed Configuration Autotuning
- Principle:Farama Foundation Gymnasium Video Frame Saving
- Principle:Tensorflow Serving Request Logging
- Principle:Huggingface Datatrove Inference Checkpointing
- Principle:Googleapis Python genai Tool Configuration
Implementations
- Implementation:Tensorflow Serving Class Registration
- Implementation:Ollama Ollama Convert Llama4
- Implementation:Mlflow Mlflow Search Traces
- Implementation:Microsoft Semantic kernel SignalR GenerateDocumentsChat
- Implementation:Haifengl Smile Streaming Prediction API
- Implementation:SeleniumHQ Selenium Closure UI SubMenu
- Implementation:NVIDIA TransformerEngine TE LayerNorm
- Implementation:Turboderp org Exllamav2 Model Diff
- Implementation:Hpcaitech ColossalAI Launch Distributed
- Implementation:Apache Paimon CoreOptions
Heuristics
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:Allenai Open instruct Polyak Reference Update
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:Helicone Helicone Cost Precision Multiplier
Environments
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Iterative Dvc Remote Storage Backends
- Environment:Datahub project Datahub Docker Runtime
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment