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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:Togethercomputer Together python Fine Tuning
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:Dotnet Machinelearning Text Classification
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Apache Shardingsphere Cluster Mode Initialization
- Workflow:Apache Kafka Broker Startup
Principles
- Principle:FlagOpen FlagEmbedding Embedding Similarity Computation
- Principle:Apache Paimon Lance Table Configuration
- Principle:Sktime Pytorch forecasting Series Decomposition
- Principle:MaterializeInc Materialize Upgrade Scenario Execution
- Principle:Promptfoo Promptfoo CI Pipeline Configuration
- Principle:Vespa engine Vespa Java Bootstrap and Maven Build
- Principle:Haotian liu LLaVA Model Loading
- Principle:Explodinggradients Ragas Optimization Loss Functions
- Principle:Alibaba MNN LLM Runtime Configuration
- Principle:Apache Airflow Security Review Planning
Implementations
- Implementation:EvolvingLMMs Lab Lmms eval MMUPD Evaluation Engine
- Implementation:Helicone Helicone CostOfPrompt
- Implementation:PacktPublishing LLM Engineers Handbook Data Warehouse CLI
- Implementation:NVIDIA TransformerEngine Debug Disable Quant GEMM
- Implementation:Mit han lab Llm awq Load awq llama fast
- Implementation:Sail sg LongSpec Bulma Carousel
- Implementation:Nightwatchjs Nightwatch Browser Page Factory
- Implementation:Infiniflow Ragflow SavingButton Component
- Implementation:Apache Druid DestinationPagesPane
- Implementation:ArroyoSystems Arroyo Public Ids
Heuristics
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
Environments
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Apache Airflow Docker Container Environment
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Heibaiying BigData Notes Spark 2 4 Environment