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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:Recommenders team Recommenders News Recommendation NRMS
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Intel Ipex llm QLoRA Finetuning
- Workflow:Openai Openai node Audio Processing
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:Bentoml BentoML Model Store Management
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Huggingface Optimum Model Export
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Confident ai Deepeval AI Agent Evaluation
Principles
- Principle:ARISE Initiative Robomimic Algorithm Instantiation
- Principle:Ollama Ollama ThinkingSupport
- Principle:Volcengine Verl Split Resource Placement
- Principle:FlagOpen FlagEmbedding Long Video Understanding Evaluation
- Principle:LLMBook zh LLMBook zh github io Deduplication
- Principle:MarketSquare Robotframework browser HTTP Request Execution
- Principle:PacktPublishing LLM Engineers Handbook Content Crawling
- Principle:Tensorflow Tfjs CPU Kernel Registration
- Principle:Spotify Luigi Worker Scheduler Communication
- Principle:Ggml org Llama cpp HTTP Utilities
Implementations
- Implementation:SeldonIO Seldon core Seldon Model Load For Monitoring
- Implementation:Huggingface Datasets Dataset From Pandas
- Implementation:Online ml River Imblearn RandomSampler
- Implementation:DistrictDataLabs Yellowbrick Download CLI
- Implementation:Apache Airflow OtelTrace
- Implementation:Huggingface Datasets Dataset To Csv
- Implementation:Apache Paimon CoreOptions
- Implementation:AUTOMATIC1111 Stable diffusion webui Module Method Patcher
- Implementation:DevExpress Testcafe Page Object Pattern
- Implementation:Recommenders team Recommenders NextItNet Iterator
Heuristics
- Heuristic:Apache Beam Watermark Update Throttling
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:Spcl Graph of thoughts Backoff Retry On API Errors
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:Zai org CogVideo Decord Import Order Bug
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
- Heuristic:Openai Openai agents python MCP Server Lifecycle Management
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
Environments
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Gretelai Gretel synthetics Python Base Environment