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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:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:Langchain ai Langgraph Human in the Loop Agent
- Workflow:Huggingface Transformers Pipeline Inference
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
Principles
- Principle:TA Lib Ta lib python Installation Verification
- Principle:Lucidrains X transformers Masked Prediction Data Preparation
- Principle:Apache Kafka Partition Load Scheduling
- Principle:Tensorflow Serving Server Configuration And Startup
- Principle:Isaac sim IsaacGymEnvs Inference Configuration
- Principle:Online ml River Prediction Anomaly Detection
- Principle:Confident ai Deepeval Evaluation Result Analysis
- Principle:Unstructured IO Unstructured Ingest Processing Configuration
- Principle:Mit han lab Llm awq Vision Language Projection
- Principle:Pola rs Polars Rust Crate Feature System
Implementations
- Implementation:Apache Druid Kubernetes Operator Main
- Implementation:Microsoft DeepSpeedExamples Domino Training
- Implementation:Turboderp org Exllamav2 ExLlamaV2Tokenizer
- Implementation:Farama Foundation Gymnasium AntEnv V5
- Implementation:Diagram of thought Diagram of thought Summarizer Validated Node Synthesis
- Implementation:Teamcapybara Capybara Node Actions Click Button
- Implementation:Pytorch Serve Api Utils
- Implementation:Huggingface Alignment handbook MT Bench AlpacaEval
- Implementation:CrewAIInc CrewAI CSV Search Tool
- Implementation:Kornia Kornia Generate Examples
Heuristics
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
- Heuristic:Openai CLIP L2 Normalization For Cosine Similarity
- Heuristic:Open compass VLMEvalKit API Retry With Random Delay
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:LaurentMazare Tch rs CuDNN Benchmark Mode
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
Environments
- Environment:Openai Openai python Realtime WebSocket
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Openai CLIP Python Dependencies
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:Vllm project Vllm ROCm
- Environment:Tensorflow Serving GPU CUDA Environment
- Environment:Huggingface Datasets PyTorch Integration