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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:Wandb Weave Evaluation Pipeline
- Workflow:ClickHouse ClickHouse Packaging For Distribution
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:Pola rs Polars SQL Query Interface
- Workflow:Bentoml BentoML Model Store Management
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:Microsoft Autogen Swarm Agent Handoff
- Workflow:Spotify Luigi Central Scheduler Deployment
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Huggingface Transformers Model Benchmarking
Principles
- Principle:Treeverse LakeFS Action Script Upload
- Principle:Volcengine Verl Multimodal Data Preparation
- Principle:Tensorflow Tfjs Model Training
- Principle:Langgenius Dify Theming
- Principle:Bitsandbytes foundation Bitsandbytes Mixed Precision Matmul With Outlier Decomposition
- Principle:Fede1024 Rust rdkafka Custom Async Runtime Integration
- Principle:Truera Trulens LangGraph Agent Wrapping
- Principle:Onnx Onnx Namespace Prefixing
- Principle:Ggml org Llama cpp CI Testing
- Principle:FMInference FlexLLMGen Fused Transformer Layer CUDA
Implementations
- Implementation:ClickHouse ClickHouse Scope Guard
- Implementation:Heibaiying BigData Notes Hive Create Table
- Implementation:Googleapis Python genai Caches CRUD Operations
- Implementation:Pyro ppl Pyro Config Enumerate
- Implementation:Ggml org Ggml Gguf init empty
- Implementation:Unstructured IO Unstructured Unstructured Ingest CLI Processing
- Implementation:SeleniumHQ Selenium Closure UI Control
- Implementation:Datajuicer Data juicer ImageFaceRatioFilter
- Implementation:AUTOMATIC1111 Stable diffusion webui API Models
- Implementation:Infiniflow Ragflow Authorization Util
Heuristics
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:TA Lib Ta lib python Unstable Period Configuration
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
Environments
- Environment:Vespa engine Vespa Java 17 Build Runtime
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Sgl project Sglang Grafana
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:Puppeteer Puppeteer Node 18 Runtime