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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:Deepspeedai DeepSpeed ZeRO Distributed Training
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:Run llama Llama index RAG Query Pipeline
- Workflow:Cypress io Cypress Project Setup and Configuration
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Datahub project Datahub Docker Quickstart Deployment
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
Principles
- Principle:HKUDS AI Trader Frontend Cache Management
- Principle:Triton inference server Server Jetson Edge Deployment
- Principle:Snorkel team Snorkel Augmented Data Combination
- Principle:Lm sys FastChat Worker Dispatch Control
- Principle:Huggingface Diffusers Video Memory Management
- Principle:Webdriverio Webdriverio Test Spec Authoring
- Principle:Ggml org Llama cpp KVCache
- Principle:TA Lib Ta lib python Pattern Signal Integration
- Principle:Google deepmind Mujoco CPU Model Loading
- Principle:Ggml org Llama cpp HF to GGUF Conversion
Implementations
- Implementation:Evidentlyai Evidently Grafana Dashboard Config
- Implementation:Datajuicer Data juicer DWposeDetector
- Implementation:NVIDIA DALI GPU Affinity
- Implementation:Iterative Dvc To Json
- Implementation:Marker Inc Korea AutoRAG Make Basic Gen Gt
- Implementation:Scikit learn Scikit learn LatentDirichletAllocation
- Implementation:Spcl Graph of thoughts Thought
- Implementation:Eventual Inc Daft Session Constructor
- Implementation:Open compass VLMEvalKit VGRPBench Score
- Implementation:Langfuse Langfuse Dataset Run Items Converters
Heuristics
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Vespa engine Vespa KStemmer Dictionary Loading
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
Environments
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Openai Whisper FFmpeg
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Duckdb Duckdb Code Generation Tools