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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:Tencent Ncnn PyTorch Model Conversion and Inference
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:Scikit learn Scikit learn Cross Validation Evaluation
- Workflow:Speechbrain Speechbrain Text to Speech Training
- Workflow:InternLM Lmdeploy W8A8 SmoothQuant Quantization
- Workflow:Mlfoundations Open flamingo Model Creation And Inference
Principles
- Principle:Ggml org Llama cpp Android Inference
- Principle:Ucbepic Docetl Top K Document Retrieval
- Principle:Langchain ai Langgraph State Schema Definition
- Principle:Eventual Inc Daft Data Ingestion Parquet
- Principle:Tencent Ncnn C Language Binding
- Principle:Eric mitchell Direct preference optimization Preference Data Format
- Principle:Alibaba ROLL Knowledge Distillation Configuration
- Principle:Online ml River Streaming Signal Processing
- Principle:Anthropics Anthropic sdk python Model Identifier Mapping
- Principle:Liu00222 Open Prompt Injection Application Assembly
Implementations
- Implementation:Predibase Lorax Flash Qwen2 Modeling
- Implementation:Iterative Dvc Checkout
- Implementation:Hpcaitech ColossalAI Dataset Utils
- Implementation:MarketSquare Robotframework browser Network Http
- Implementation:Helicone Helicone Nvm Node Setup
- Implementation:Ggml org Llama cpp Llama Get Embeddings
- Implementation:Neuml Txtai Data Tokenizers
- Implementation:Kserve Kserve LLMIsvc Controller
- Implementation:Mage ai Mage ai Google Search Console Streams
- Implementation:Scikit learn contrib Imbalanced learn NeighbourhoodCleaningRule
Heuristics
- Heuristic:Deepseek ai Janus Image Generation Prompt Tips
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:Openai Openai python Structured Output Strict Schema
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:Huggingface Alignment handbook EOS Token Alignment
Environments
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:Sgl project Sglang GitHub Actions
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Apache Beam Portable Runner Environment
- Environment:Princeton nlp Tree of thought llm Python OpenAI