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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:Avhz RustQuant Stochastic Process Simulation
- Workflow:Apache Kafka Broker Startup
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Onnx Onnx Model Validation
- Workflow:Neuml Txtai API Deployment
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Image upscaling
- Principle:Webdriverio Webdriverio Performance Reporting
- Principle:OpenHands OpenHands Ownership Establishment
- Principle:Microsoft DeepSpeedExamples Classification Evaluation
- Principle:Axolotl ai cloud Axolotl Preference Dataset Preparation
- Principle:AUTOMATIC1111 Stable diffusion webui Deep Learning Model Architecture
- Principle:Deepseek ai Janus Noise Initialization
- Principle:Spotify Luigi NoSQL Data Targets
- Principle:Apache Paimon Lance Table Configuration
- Principle:Rapidsai Cuml Pairwise Kernel Computation
Implementations
- Implementation:Groq Groq python Groq Client Init
- Implementation:Huggingface Datasets Dataset To Json
- Implementation:Duckdb Duckdb Brotli Platform
- Implementation:Cohere ai Cohere python EmbedInputType Configuration
- Implementation:Arize ai Phoenix Sessions Resource
- Implementation:Speechbrain Speechbrain Train Wav2Vec2 SSL
- Implementation:ArroyoSystems Arroyo Local File Sink
- Implementation:NVIDIA TransformerEngine TE Autocast
- Implementation:Intel Ipex llm IpexLLMBgeEmbeddings And Chroma
- Implementation:Microsoft Onnxruntime OrtEpDevice
Heuristics
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:Unstructured IO Unstructured Chunk Size Tuning
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Dotnet Machinelearning LDA Thread Reservation
- Heuristic:Google deepmind Mujoco Solver Selection Guide
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
Environments
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Interpretml Interpret Visualization Environment
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Apache Paimon Python Core Runtime
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Evidentlyai Evidently Grafana Monitoring Environment