Main Page
27,667
Total Pages
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.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| 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:Openai Openai python Audio Processing
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:Bentoml BentoML Bento Build And Containerization
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Huggingface Datasets Dataset Loading and Exploration
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Open compass VLMEvalKit Adding Custom VLM
Principles
- Principle:Kserve Kserve Model Promotion Rollback
- Principle:NVIDIA TransformerEngine TE Model Initialization
- Principle:AUTOMATIC1111 Stable diffusion webui Postprocessing script execution
- Principle:Roboflow Rf detr Training Loop Execution
- Principle:AUTOMATIC1111 Stable diffusion webui Task Progress Tracking
- Principle:Triton inference server Server Request Tracing
- Principle:Tensorflow Tfjs Fine Tuning
- Principle:Iterative Dvc Artifact Resolution
- Principle:Zai org CogVideo MoVQ Decoder Architecture
- Principle:Langgenius Dify Environment Configuration
Implementations
- Implementation:Speechbrain Speechbrain Compute Embeddings
- Implementation:Avhz RustQuant PowerOption
- Implementation:Vespa engine Vespa Searchlib ABI Spec
- Implementation:Fastai Fastbook Tensor Data Pipeline
- Implementation:Datahub project Datahub TagVisitor
- Implementation:Haosulab ManiSkill ActionRepeatWrapper
- Implementation:InternLM Lmdeploy AttentionMainloopSm70
- Implementation:Interpretml Interpret Merge Ebms
- Implementation:Lance format Lance Java BTreeIndexParams
- Implementation:Apache Flink HadoopUtils
Heuristics
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:Arize ai Phoenix Environment Variable Precedence
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Lance format Lance Fragment Sizing Strategy
- Heuristic:Neuml Txtai Model Quantization Defaults
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Google deepmind Dm control Tolerance Reward Tuning
Environments
- Environment:Kserve Kserve Gateway API
- Environment:Ray project Ray Python Runtime Environment
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:NVIDIA DALI FFmpeg Environment