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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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|---|---|---|
| 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:MarketSquare Robotframework browser Plugin Development
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:Guardrails ai Guardrails LLM Output Validation
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
Principles
- Principle:Facebookresearch Habitat lab Checkpointing and Evaluation
- Principle:OpenHands OpenHands Webhook Reception
- Principle:Apache Kafka GPG Prerequisite Verification
- Principle:Pola rs Polars Time Range Filtering
- Principle:Protectai Llm guard Invisible Text Detection
- Principle:Helicone Helicone Result Type Pattern
- Principle:Tensorflow Tfjs Training Data Preparation
- Principle:ARISE Initiative Robosuite Robot Model Hierarchy
- Principle:Apache Flink Source Chain Composition
- Principle:Rapidsai Cuml Random Projection
Implementations
- Implementation:Huggingface Datasets AudioFolder Builder
- Implementation:Google deepmind Dm control MJCF RootElement Parser
- Implementation:Openai Openai python Response Failed Webhook
- Implementation:Bentoml BentoML CLI Utils
- Implementation:Datajuicer Data juicer Ray Start Cluster
- Implementation:Infiniflow Ragflow ThemeProvider Component
- Implementation:Run llama Llama index RichPromptTemplate
- Implementation:Protectai Llm guard Anonymize
- Implementation:Evidentlyai Evidently Dashboard Panels
- Implementation:Vespa engine Vespa Config Lib ABI Spec
Heuristics
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:Ggml org Ggml Quantization Type Selection
- Heuristic:Fede1024 Rust rdkafka Regular Polling Required
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Protectai Modelscan Stricter Zip Detection
Environments
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:Openai Whisper PyTorch CUDA
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Tencent Ncnn Build Environment
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Sgl project Sglang Distributed