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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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|---|---|---|
| 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 Hybrid Engine RLHF Training
- Workflow:Apache Druid Visual Data Exploration
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Online ml River Streaming Anomaly Detection
- Workflow:Tencent Ncnn PyTorch Model Conversion and Inference
- Workflow:Dagster io Dagster DSPy Optimization
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:Ray project Ray Serve Deployment
Principles
- Principle:Promptfoo Promptfoo Configuration Rendering
- Principle:Danijar Dreamerv3 Random Baseline Agent
- Principle:Huggingface Datasets PyTorch Formatting
- Principle:AUTOMATIC1111 Stable diffusion webui VAE decoding
- Principle:PeterL1n BackgroundMattingV2 Dataset composition
- Principle:Fastai Fastbook Learner Abstraction
- Principle:PacktPublishing LLM Engineers Handbook HuggingFace Dataset Publishing
- Principle:DistrictDataLabs Yellowbrick Estimator Wrapping
- Principle:Open compass VLMEvalKit Model Validation
- Principle:Ray project Ray Actor Termination
Implementations
- Implementation:Kubeflow Kubeflow KFP SDK Pipeline Definition
- Implementation:Risingwavelabs Risingwave Datagen Sink Interface
- Implementation:Sgl project Sglang GPU Trace To Graph
- Implementation:Kubeflow Kubeflow Notebook CRD Creation
- Implementation:Fede1024 Rust rdkafka Message Trait Methods
- Implementation:Scikit learn Scikit learn Cross Validate
- Implementation:CrewAIInc CrewAI Serper Scrape Website Tool
- Implementation:PrefectHQ Prefect DataAnalysis Output Model
- Implementation:Infiniflow Ragflow Dealer Retrieval
- Implementation:Vllm project Vllm Torch Bindings
Heuristics
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:Lucidrains X transformers Flash Attention Configuration
- Heuristic:Openai Evals Model Graded Eval Design
- Heuristic:Tensorflow Tfjs Memory Management With Tidy
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Nautechsystems Nautilus trader Streaming Mode For Large Backtests
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
Environments
- Environment:Apache Flink Python PyFlink Environment
- Environment:Promptfoo Promptfoo Browser Automation
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Axolotl ai cloud Axolotl CUDA GPU
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Sgl project Sglang Grafana