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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:Microsoft Agent framework Basic Agent Creation
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:Alibaba MNN Model Compression
- Workflow:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:Datahub project Datahub Docker Quickstart Deployment
Principles
- Principle:FMInference FlexLLMGen Distributed Job Runner
- Principle:NVIDIA NeMo Curator Video Captioning
- Principle:Huggingface Datatrove Pipeline Failure Diagnosis
- Principle:ContextualAI HALOs Environment Setup
- Principle:Eventual Inc Daft Data Display
- Principle:Tensorflow Serving Data Loading Utilities
- Principle:Triton inference server Server Ensemble Configuration
- Principle:DataTalksClub Data engineering zoomcamp Kafka Infrastructure Setup
- Principle:CrewAIInc CrewAI Task Definition
- Principle:Huggingface Datasets Dataset Interleaving
Implementations
- Implementation:Haosulab ManiSkill TrimeshUtils
- Implementation:Mit han lab Llm awq LlavaConfig
- Implementation:Apache Kafka CoordinatorRuntime ScheduleLoadOperation
- Implementation:Getgauge Taiko DragAndDrop
- Implementation:NVIDIA DALI PluginManager
- Implementation:TobikoData Sqlmesh Model TrackerPlan
- Implementation:Ucbepic Docetl Directive IsolatingSubtasks
- Implementation:Tensorflow Serving Json Tensor Test
- Implementation:Langchain ai Langchain HuggingFaceEndpoint
- Implementation:Apache Flink FileWriter PrepareCommit
Heuristics
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Google research Deduplicate text datasets HACKSIZE Overlap Buffer
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:Onnx Onnx Warning Deprecated InlineSelectedFunctions
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
Environments
- Environment:BerriAI Litellm Observability Stack
- Environment:HKUDS AI Trader API Credentials
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Sgl project Sglang Kubernetes
- Environment:Huggingface Datatrove Slurm Cluster Environment