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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:Huggingface Trl Supervised Finetuning
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Lance format Lance Table Optimization
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Spcl Graph of thoughts GoT Keyword Counting Pipeline
- Workflow:Deepspeedai DeepSpeed Pipeline Parallel Training
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
Principles
- Principle:Obss Sahi COCO Dataset Export
- Principle:Online ml River Online Recommendation
- Principle:Facebookresearch Habitat lab Hydra Config Wiring
- Principle:Eventual Inc Daft Parquet Writing
- Principle:Huggingface Transformers Output Postprocessing
- Principle:Ggml org Ggml BPE Tokenization
- Principle:Huggingface Datatrove Job Status Monitoring
- Principle:Online ml River Horizon Metric
- Principle:Huggingface Datasets Dataset Concatenation
- Principle:Mlflow Mlflow Predict Function Definition
Implementations
- Implementation:Facebookresearch Audiocraft WMLoss
- Implementation:CrewAIInc CrewAI YouTube Video Search Tool
- Implementation:LaurentMazare Tch rs Scalar
- Implementation:AUTOMATIC1111 Stable diffusion webui Embedding save
- Implementation:Predibase Lorax Flash Gemma2 Modeling
- Implementation:Duckdb Duckdb Brotli Decoder
- Implementation:Alibaba MNN CMake Build Converter
- Implementation:Ollama Ollama XCreate Quantize
- Implementation:Rapidsai Cuml KNN Sparse
- Implementation:Interpretml Interpret Bridge
Heuristics
- Heuristic:Mistralai Client python Retry Backoff Strategy
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:Vibrantlabsai Ragas Concurrency And Retry Configuration
- Heuristic:LMCache LMCache Health Monitor Thresholds
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
Environments
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:Openai Whisper FFmpeg
- Environment:Openai CLIP Python Dependencies
- Environment:CarperAI Trlx Python Accelerate
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Ggml org Llama cpp Vulkan GPU Environment