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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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|---|---|---|
| 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:Wandb Weave Prompt Management
- Workflow:Cypress io Cypress Project Setup and Configuration
- Workflow:EvolvingLMMs Lab Lmms eval Custom Task Creation
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:LMCache LMCache Disaggregated Prefill
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:Infiniflow Ragflow Document Processing Pipeline
Principles
- Principle:OpenGVLab InternVL Vision Transformer Backbone
- Principle:Trailofbits Fickling Stacked Pickle Parsing
- Principle:Deepseek ai Janus Image Loading and Preprocessing
- Principle:ClickHouse ClickHouse PCG Random Number Generation
- Principle:Groq Groq python Response Model Construction
- Principle:Facebookresearch Audiocraft Audio Dataset Preparation
- Principle:Huggingface Datasets Download Configuration
- Principle:Mlc ai Web llm Text Completion Configuration
- Principle:Google deepmind Mujoco GLFW Window Management
- Principle:Risingwavelabs Risingwave CDC Connector Service
Implementations
- Implementation:Langgenius Dify Refactor Component
- Implementation:BerriAI Litellm Deployment Types
- Implementation:Mlflow Mlflow Set Destination
- Implementation:Apache Hudi Run Spark Hudi Script
- Implementation:Iterative Dvc Resolve Data Sources
- Implementation:Kornia Kornia Dice Loss
- Implementation:Open compass VLMEvalKit ChartMimic Legend Evaluator
- Implementation:Apache Druid Website Sidebar Navigation
- Implementation:Huggingface Datatrove CustomInferenceServer
- Implementation:Online ml River NaiveBayes MultinomialNB
Heuristics
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
Environments
- Environment:Protectai Llm guard API Server Deployment
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Vespa engine Vespa Cosign Sigstore Signing
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment