Main Page: Difference between revisions
Random page shuffling with NOCACHE |
Remove __NOCACHE__ text, use PHP hook instead |
||
| Line 54: | Line 54: | ||
== Explore Pages == | == Explore Pages == | ||
=== Workflows === | === Workflows === | ||
Revision as of 14:32, 22 February 2026
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 with the Leeroopedia MCP setup guide. Let it search docs, build plans, verify code, and diagnose failures on your behalf.
Go end-to-end. Leeroopedia gives your agent the knowledge. Kapso gives it the ability to act on it: research, experiment, and deploy.
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:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:CARLA simulator Carla Traffic Generation
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Risingwavelabs Risingwave Sink Connector Pipeline
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:Bentoml BentoML Service Definition And Local Serving
- Workflow:Apache Flink File Source Pipeline
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
Principles
- Principle:ClickHouse ClickHouse Package Validation
- Principle:Pola rs Polars Data Output Validation
- Principle:Apache Shardingsphere Exclusive Operation Management
- Principle:Microsoft Onnxruntime Nodejs Output Processing
- Principle:Togethercomputer Together python Chat Completion Request
- Principle:Huggingface Datatrove MinHash Signature Computation
- Principle:LaurentMazare Tch rs SGD Optimization
- Principle:Openai Openai agents python Tool Approval Definition
- Principle:OpenHands OpenHands Post Migration Verification
- Principle:Confident ai Deepeval Component Instrumentation
Implementations
- Implementation:Openai Openai python Response Custom Tool Call Input Delta
- Implementation:Ucbepic Docetl CodeOperations
- Implementation:Alibaba ROLL ContextParallelGather
- Implementation:Triton inference server Server Model Analyzer Analyze
- Implementation:Astronomer Astronomer cosmos DbtKubernetesOperator Execute
- Implementation:Microsoft Playwright Client Instrumentation
- Implementation:Huggingface Open r1 Compute Pass Rate
- Implementation:FlagOpen FlagEmbedding BGE Coder CoIR Eval
- Implementation:Spcl Graph of thoughts ValidateAndImprove Operation
- Implementation:Bentoml BentoML Framework ONNX
Heuristics
- Heuristic:Openai CLIP JIT Vs Non JIT Loading
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Ggml org Ggml Quantization Type Selection
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Langchain ai Langchain Deprecation Version Tracking
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
- Heuristic:InternLM Lmdeploy KV Quantization Tradeoffs
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
Environments
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Openai Whisper FFmpeg
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Vllm project Vllm Intel XPU
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Kserve Kserve Gateway API
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:FlowiseAI Flowise Docker Environment