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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:Protectai Llm guard LLM Input Output Scanning
- Workflow:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Deepseek ai Janus Multimodal Understanding
- Workflow:Lakeraai Pint benchmark Custom System Evaluation
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Haotian liu LLaVA Benchmark Evaluation
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:TobikoData Sqlmesh Plan and apply deployment
Principles
- Principle:Microsoft Semantic kernel Kernel Builder Initialization
- Principle:Run llama Llama index Ingestion Pipeline Construction
- Principle:Predibase Lorax Inference Request Construction
- Principle:Apache Kafka Buildx Builder Setup
- Principle:Allenai Open instruct Distributed Data Loading
- Principle:Heibaiying BigData Notes HBase Connection Creation
- Principle:Microsoft Onnxruntime Distributed Checkpoint Management
- Principle:Online ml River STREAMKMeans Clustering
- Principle:Apache Spark Container Image Build
- Principle:Online ml River Multi Step Forecasting
Implementations
- Implementation:Apache Airflow SchedulerJobRunner Loop
- Implementation:Ollama Ollama MLXRunner Fast
- Implementation:Pyro ppl Pyro SV DKL
- Implementation:Treeverse LakeFS Java SDK Model PrepareGCUncommittedResponse
- Implementation:Nautechsystems Nautilus trader TradingNode Init
- Implementation:Treeverse LakeFS UploadObject
- Implementation:DataTalksClub Data engineering zoomcamp Docker Compose PostgreSQL Setup
- Implementation:DataExpert io Data engineer handbook Statsig Log event
- Implementation:Datahub project Datahub FieldPath Schematron
- Implementation:Eventual Inc Daft Daft Sql Expr
Heuristics
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:ClickHouse ClickHouse Debug Build Tips
Environments
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Huggingface Datasets Search Dependencies
- Environment:Duckdb Duckdb Extension Distribution Env