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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:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:Cypress io Cypress Binary Build and Release
- Workflow:Microsoft BIPIA White Box Defense Finetuning
- Workflow:Interpretml Interpret Blackbox Model Explanation
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Mistralai Client python Streaming Chat Completion
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
Principles
- Principle:Junyanz Pytorch CycleGAN and pix2pix Dataset Pair Alignment
- Principle:Lucidrains X transformers Autoregressive Data Preparation
- Principle:Sgl project Sglang Batch Text Generation
- Principle:Bigscience workshop Petals Output Decoding
- Principle:FMInference FlexLLMGen Inference Kernel PyTorch Binding
- Principle:Princeton nlp Tree of thought llm DFS Tree Search
- Principle:Apache Flink Asynchronous File Compaction
- Principle:Openai Evals Solver Implementation
- Principle:Webdriverio Webdriverio Global API
- Principle:PrefectHQ Prefect HTML Parsing
Implementations
- Implementation:Kserve Kserve HuggingFace Multinode Runtime
- Implementation:Online ml River Drift State Inspection Pattern
- Implementation:Treeverse LakeFS SetGCRules
- Implementation:Pytorch Serve EC2 CloudFormation
- Implementation:Treeverse LakeFS Java SDK Model ErrorNoACL
- Implementation:Recommenders team Recommenders DeepRec Base Model
- Implementation:Risingwavelabs Risingwave PostgresStreamingChangeEventSource
- Implementation:Avhz RustQuant Heston Process
- Implementation:Huggingface Datatrove BaseMediaFilter
- Implementation:Kornia Kornia Image Adjust
Heuristics
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
- Heuristic:Triton inference server Server Server Default Configuration
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:Alibaba MNN GPU Tuning Modes
- Heuristic:Mage ai Mage ai Record Deduplication Before Batch Export
Environments
- Environment:Vllm project Vllm Python
- Environment:Apache Flink Java Build Environment
- Environment:Ollama Ollama CGo Runtime
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Openai Openai agents python LiteLLM Dependencies