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1,118
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:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:Langfuse Langfuse Batch export pipeline
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Huggingface Optimum Model Export
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:Trailofbits Fickling PyTorch Format Identification
Principles
- Principle:ClickHouse ClickHouse Streaming JSON Tokenization
- Principle:Tensorflow Tfjs Training Data Preparation
- Principle:Mlc ai Web llm Chrome Extension Manifest
- Principle:Interpretml Interpret Optimal Transport Selection
- Principle:Mlflow Mlflow Documentation Site Configuration
- Principle:ARISE Initiative Robomimic Rollout Evaluation
- Principle:Datahub project Datahub Batch Ingestion Execution
- Principle:Cypress io Cypress Binary Installation
- Principle:Risingwavelabs Risingwave Docker Cluster Deployment
- Principle:Haotian liu LLaVA Environment Setup
Implementations
- Implementation:Mistralai Client python Tool And Function
- Implementation:Apache Druid MaxTasksButton
- Implementation:Ollama Ollama ParseFile
- Implementation:Vllm project Vllm SGL GEMM
- Implementation:Online ml River Optim AMSGrad
- Implementation:Kornia Kornia SSIM Loss
- Implementation:Lance format Lance Java PQBuildParams
- Implementation:CARLA simulator Carla InformationSet
- Implementation:Online ml River Tree iSOUPTreeRegressor
- Implementation:Apache Airflow Reproducible Build Verification
Heuristics
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Explodinggradients Ragas Embedding Batch Size Tuning
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Romsto Speculative Decoding Seed Fixing For Reproducibility
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:Bentoml BentoML Worker Count Strategy
Environments
- Environment:Kserve Kserve VLLM Runtime
- Environment:Tensorflow Serving GPU CUDA Environment
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:LMCache LMCache Python Runtime
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers