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:Huggingface Diffusers DreamBooth Personalization
- Workflow:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:Lm sys FastChat Distributed Model Serving
- Workflow:Huggingface Peft Seq2Seq AdaLoRA Finetuning
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:Pola rs Polars SQL Query Interface
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Mage ai Mage ai Destination Data Loading
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Togethercomputer Together python Chat Completion
Principles
- Principle:Langgenius Dify Environment Synchronization
- Principle:SeleniumHQ Selenium Driver Binary Resolution
- Principle:VainF Torch Pruning YOLO Architecture Adaptation
- Principle:Diagram of thought Diagram of thought Typed Protocol Configuration
- Principle:Openai Openai python Client Initialization
- Principle:Huggingface Datasets Dataset Builder Resolution
- Principle:Datahub project Datahub Sample Data Loading
- Principle:Langchain ai Langgraph Pregel Execution Algorithm
- Principle:Vllm project Vllm Draft Model Acquisition
- Principle:Shiyu coder Kronos Qlib Test Inference
Implementations
- Implementation:NVIDIA NeMo Curator Nightly Benchmark Config
- Implementation:Roboflow Rf detr Build Dataset
- Implementation:PrefectHQ Prefect UI V2 Package Lock
- Implementation:Promptfoo Promptfoo createDummyFiles
- Implementation:Ggml org Llama cpp Mtmd Init From File
- Implementation:Mage ai Mage ai Mode Streams
- Implementation:Recommenders team Recommenders Notebook Memory Management
- Implementation:Lance format Lance Java WriteDatasetBuilder
- Implementation:Getgauge Taiko Code Command
- Implementation:ClickHouse ClickHouse Clickhouse Split Debug Symbols
Heuristics
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
- Heuristic:Apache Kafka Coordinator Loading Commit Interval
- Heuristic:ChenghaoMou Text dedup Suffix Array Merge Strategy
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
- Heuristic:Mage ai Mage ai Record Deduplication Before Batch Export
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
- Heuristic:Getgauge Taiko Element Actionability Checks
Environments
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Iterative Dvc Remote Storage Backends
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime
- Environment:Sgl project Sglang CPU
- Environment:ArroyoSystems Arroyo Rust Runtime