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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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| 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:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:OpenGVLab InternVL Supervised Finetuning
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:Sktime Pytorch forecasting TFT Hyperparameter Optimization
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:Puppeteer Puppeteer Cross Browser Automation
- Workflow:Tensorflow Serving Model Export And Serving
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
Principles
- Principle:Haotian liu LLaVA Benchmark Metric Computation
- Principle:Predibase Lorax Merge Weight Validation
- Principle:Langchain ai Langgraph Managed Value System
- Principle:Mlc ai Web llm Streaming Response Processing
- Principle:Huggingface Diffusers Repository Integrity Validation
- Principle:Zai org CogVideo Activation Normalization
- Principle:Guardrails ai Guardrails Telemetry
- Principle:Mlflow Mlflow API Compatibility Checking
- Principle:CARLA simulator Carla Walker AI Control
- Principle:Turboderp org Exllamav2 CLI Model Initialization
Implementations
- Implementation:Confident ai Deepeval Evaluate Function
- Implementation:AUTOMATIC1111 Stable diffusion webui CondFunc
- Implementation:Gretelai Gretel synthetics DGANConfig
- Implementation:Alibaba MNN FlatBuffers IDL Gen JS TS
- Implementation:ClickHouse ClickHouse Find Unused Headers
- Implementation:CrewAIInc CrewAI Files Compressor Tool
- Implementation:Sail sg LongSpec MathScale Answer Utils
- Implementation:Huggingface Datasets Parquet Builder
- Implementation:Datajuicer Data juicer DocumentSimhashDeduplicator
- Implementation:Online ml River Metrics Jaccard
Heuristics
- Heuristic:Fede1024 Rust rdkafka Regular Polling Required
- Heuristic:Deepspeedai DeepSpeed ZeRO Pipeline Incompatibility
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Snorkel team Snorkel Binary Only Slicing
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
- Heuristic:Wandb Weave Batch Processing Tuning
Environments
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Ollama Ollama CGo Runtime
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node