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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:Danijar Dreamerv3 Single Process Training
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Treeverse LakeFS S3 Gateway Integration
- Workflow:Openai Evals Running an eval set
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Openai Openai node Audio Processing
- Workflow:OpenGVLab InternVL LoRA Finetuning
Principles
- Principle:CARLA simulator Carla Sensor Lifecycle Management
- Principle:Webdriverio Webdriverio Selector Optimization
- Principle:Apache Shardingsphere Refresh Need Determination
- Principle:Axolotl ai cloud Axolotl Training Performance Profiling
- Principle:Heibaiying BigData Notes MapReduce Map Phase
- Principle:Bentoml BentoML Build Configuration
- Principle:Anthropics Anthropic sdk python SDK Infrastructure
- Principle:Tensorflow Serving Server Configuration And Startup
- Principle:Mlc ai Mlc llm Multi Engine Infrastructure
- Principle:Ggml org Llama cpp Target Model Loading
Implementations
- Implementation:Open compass VLMEvalKit MMHelix Eulero Eval
- Implementation:Predibase Lorax Flash SantaCoder Modeling
- Implementation:MarketSquare Robotframework browser Wait For Navigation
- Implementation:Apache Flink SingletonResultIterator
- Implementation:Mbzuai oryx Awesome LLM Post training Json Dump Checkpoint
- Implementation:ArroyoSystems Arroyo Avro Schema Converter
- Implementation:Sgl project Sglang CPU Mamba Conv1D
- Implementation:Zai org CogVideo SAT Get Model Load Checkpoint
- Implementation:Google deepmind Mujoco MJX Dataclasses
- Implementation:Datajuicer Data juicer Job Monitor
Heuristics
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Avdvg InjectGuard Module Level Initialization
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:Apache Druid Capability Detection Strategy
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
Environments
- Environment:Unslothai Unsloth Llama Cpp
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Openai Whisper Triton
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Mistralai Client python GCP Deployment Environment