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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:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:TobikoData Sqlmesh Model development and testing
- Workflow:Tencent Ncnn Image Classification Inference
- Workflow:Mistralai Client python Streaming Chat Completion
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Deepset ai Haystack Hybrid Document Search
Principles
- Principle:Ollama Ollama OpenAI Route Registration
- Principle:Triton inference server Server Stress Testing
- Principle:Openai Whisper Word Boundary Detection
- Principle:Huggingface Alignment handbook Model Loading
- Principle:Datajuicer Data juicer Data Selection
- Principle:Ggml org Llama cpp ConstrainedGeneration
- Principle:PeterL1n BackgroundMattingV2 Pretrained weight transfer
- Principle:Recommenders team Recommenders Ranking Rating Evaluation
- Principle:Ggml org Ggml VirtGPU Remoting
- Principle:Recommenders team Recommenders Benchmark Metric Evaluation
Implementations
- Implementation:Openai Openai node Realtime Calls
- Implementation:Teamcapybara Capybara Node Actions Attach File
- Implementation:Arize ai Phoenix Add Span Annotation
- Implementation:Google deepmind Mujoco Filament Drawable
- Implementation:Tensorflow Tfjs Embedding Layer
- Implementation:Huggingface Peft LoraConfig
- Implementation:EvolvingLMMs Lab Lmms eval Job Results
- Implementation:Infiniflow Ragflow Admin Roles Page
- Implementation:Treeverse LakeFS Java SDK Model DiffObjectStat
- Implementation:Tensorflow Serving Thread Pool Factory
Heuristics
- Heuristic:Openai Openai node RunTools Loop Limit
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
- Heuristic:Snorkel team Snorkel NLP Preprocessor Memoization
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:Getgauge Taiko Network Interception Gotchas
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Tensorflow Tfjs GPU Pipeline Data Residency
Environments
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Allenai Open instruct Beaker Cluster
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Open compass VLMEvalKit Data Storage Environment