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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:Googleapis Python genai Model Fine Tuning
- Workflow:PrefectHQ Prefect Asset Based Data Pipeline
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Pola rs Polars Streaming Large Dataset Processing
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:TA Lib Ta lib python Basic Indicator Computation
- Workflow:Dagster io Dagster DSPy Optimization
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
Principles
- Principle:Astronomer Astronomer cosmos Cloud Documentation Upload
- Principle:NVIDIA NeMo Aligner REINFORCE Training
- Principle:Pola rs Polars Window Function Application
- Principle:Infiniflow Ragflow File Management
- Principle:Duckdb Duckdb Package Validation
- Principle:Iterative Dvc Experiment Apply Or Discard
- Principle:AUTOMATIC1111 Stable diffusion webui Textual inversion training loop
- Principle:Promptfoo Promptfoo Data Migration
- Principle:Trailofbits Fickling Pickle Allowlist Enforcement
- Principle:ThreeSR Awesome Inference Time Scaling Entry Format Verification
Implementations
- Implementation:Apache Spark AmIpFilter
- Implementation:Huggingface Datatrove StatsMerger
- Implementation:Mbzuai oryx Awesome LLM Post training Json Load Corpus
- Implementation:Anthropics Anthropic sdk python Beta MessageCreateParams
- Implementation:Apache Flink HadoopInputs
- Implementation:Interpretml Interpret Powerlift InsecureDocker
- Implementation:Openai Openai python Response Cancelled Webhook
- Implementation:Avhz RustQuant Instrument Trait
- Implementation:LLMBook zh LLMBook zh github io DPOTrainer Train
- Implementation:Langgenius Dify I18n Common Translations
Heuristics
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
Environments
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:FlowiseAI Flowise Database Environment
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Ggml org Llama cpp Python Conversion Environment