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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:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Fastai Fastbook Image Classification
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:Microsoft DeepSpeedExamples VisualChat Multimodal Training
- Workflow:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Langchain ai Langgraph ReAct Agent Creation
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:Fastai Fastbook Tabular Modeling
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Startup Performance Profiling
- Principle:Vespa engine Vespa Language Detection
- Principle:Puppeteer Puppeteer CDP Session Management
- Principle:Guardrails ai Guardrails Guard Streaming Configuration
- Principle:Treeverse LakeFS S3 Data Reading
- Principle:OpenGVLab InternVL Transformer Decoder Architecture
- Principle:Google deepmind Dm control Manipulation Environment Loading
- Principle:LaurentMazare Tch rs Stream Serialization
- Principle:Nightwatchjs Nightwatch Feature File Authoring
- Principle:Protectai Llm guard Substring Filtering
Implementations
- Implementation:Scikit learn Scikit learn PCA
- Implementation:Iterative Dvc Stage Utils
- Implementation:Anthropics Anthropic sdk python BetaContentBlock
- Implementation:OpenGVLab InternVL InternViT 14B Model
- Implementation:NVIDIA DALI HW Decoder Benchmark
- Implementation:Ollama Ollama Imagegen Flux2 Transformer
- Implementation:Open compass VLMEvalKit MATBench
- Implementation:Mlfoundations Open flamingo Evaluate classification
- Implementation:Deepspeedai DeepSpeed XPU Packbits
- Implementation:Facebookresearch Habitat lab EQA CNN Pretrain Trainer
Heuristics
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:Sktime Pytorch forecasting Gradient Clipping Value
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
- Heuristic:Microsoft Playwright Browser Specific Workarounds
Environments
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:Ggml org Ggml C Cpp Build Environment