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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:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Webdriverio Webdriverio Custom Plugin Development
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:Kubeflow Kubeflow AI Lifecycle Pipeline
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Eventual Inc Daft SQL Query Analytics
- Workflow:Eventual Inc Daft Distributed UDF Processing
- Workflow:Huggingface Optimum GPTQ Quantization
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Merged model saving
- Principle:Langchain ai Langchain Input Preparation
- Principle:Axolotl ai cloud Axolotl Vision Language Model Loading
- Principle:Mlc ai Web llm Package Build Pipeline
- Principle:Deepseek ai Janus Image Loading and Preprocessing
- Principle:Ollama Ollama OpenAI Request Translation
- Principle:SeldonIO Seldon core Model Readiness Verification
- Principle:Haosulab ManiSkill Sim2Real Bridge
- Principle:Treeverse LakeFS Periodic GC Scheduling
- Principle:OpenRLHF OpenRLHF KL Divergence Estimation
Implementations
- Implementation:Langchain ai Langchain Pyproject Toml Configuration
- Implementation:Alibaba MNN FlatBuffers Reflection Impl
- Implementation:Ggml org Ggml Webgpu backend
- Implementation:Datajuicer Data juicer VideoCameraPoseMapper
- Implementation:Interpretml Interpret Powerlift InsecureDocker
- Implementation:Scikit learn Scikit learn TfidfVectorizer
- Implementation:Farama Foundation Gymnasium RecordVideo
- Implementation:InternLM Lmdeploy AttentionBlock
- Implementation:Onnx Onnx Compose Add Prefix
- Implementation:Groq Groq python SpeechCreateParams Usage
Heuristics
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
- Heuristic:Mlc ai Mlc llm BLAS Dispatch Decision
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:Vespa engine Vespa KStemmer Dictionary Loading
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
Environments
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Vllm project Vllm AMD ROCm
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime
- Environment:Axolotl ai cloud Axolotl CUDA GPU
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Openai Whisper Triton
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas