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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:Guardrails ai Guardrails LLM Output Validation
- Workflow:Sktime Pytorch forecasting NBeats Univariate Forecasting
- Workflow:Gretelai Gretel synthetics DataFrame Batch Synthesis
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Ray project Ray Serve Deployment
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Openai Openai node Audio Processing
- Workflow:Neuml Txtai Pipeline Workflow Chaining
Principles
- Principle:Pola rs Polars Thread Safe Buffer Management
- Principle:NVIDIA NeMo Curator MinHash Signature Computation
- Principle:FMInference FlexLLMGen Data Wrangling Setup
- Principle:TobikoData Sqlmesh Data Exploration And Validation
- Principle:Duckdb Duckdb LZ4 Block Compression
- Principle:Lance format Lance Text Data Preparation
- Principle:Scikit learn Scikit learn Probability Calibration
- Principle:Ggml org Llama cpp HF to GGUF Conversion
- Principle:Farama Foundation Gymnasium Observation Wrapping
- Principle:Apache Flink Split Based Record Reading
Implementations
- Implementation:Datahub project Datahub InstitutionalMemoryVisitor
- Implementation:Huggingface Transformers Models To Deprecate
- Implementation:Scikit learn Scikit learn ResponseUtils
- Implementation:Ollama Ollama Mtmd SigLIP
- Implementation:Tensorflow Tfjs CPU TopK Impl
- Implementation:Huggingface Datatrove JobsStatus
- Implementation:Vespa engine Vespa Build Rpms Sh
- Implementation:SeleniumHQ Selenium Cookie
- Implementation:Mlfoundations Open flamingo Evaluate vqa
- Implementation:Hiyouga LLaMA Factory V1 Accelerator Helper
Heuristics
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Ray project Ray Graceful Shutdown Timing
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:Evidentlyai Evidently Column Type Inference Rules
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
Environments
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment