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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:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:TobikoData Sqlmesh Github CICD automation
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Infiniflow Ragflow Chat Application Setup
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
Principles
- Principle:Testtimescaling Testtimescaling github io Event Driven Step Progression
- Principle:Deepspeedai DeepSpeed Mesh Device Configuration
- Principle:Eric mitchell Direct preference optimization Concatenated Forward Pass
- Principle:Zai org CogVideo Text to Video Generation
- Principle:Microsoft Playwright Verify Expectations with Agent
- Principle:NVIDIA NeMo Aligner Reward Model Data Preparation
- Principle:Lakeraai Pint benchmark Custom Eval Function Interface
- Principle:Datajuicer Data juicer Operator Package Registration
- Principle:Deepseek ai Janus Vision Encoding and Embedding Fusion
- Principle:Neuml Txtai Index Update
Implementations
- Implementation:Microsoft Onnxruntime InferenceSession Get Inputs
- Implementation:CARLA simulator Carla Show Topology Tool
- Implementation:Tensorflow Tfjs LayersModel Compile
- Implementation:EvolvingLMMs Lab Lmms eval WildVision Bench Evaluation Utils
- Implementation:SeleniumHQ Selenium ChromiumDriverLogLevel
- Implementation:Iterative Dvc Dependency Dataset
- Implementation:Explodinggradients Ragas AspectCritic Metric
- Implementation:NVIDIA DALI EfficientNet Backbone
- Implementation:Langchain ai Langgraph Config Graph Paths
- Implementation:Turboderp org Exllamav2 ExLlamaV2TokenEnforcerFilter
Heuristics
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:CrewAIInc CrewAI LLM Provider Message Workarounds
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
- Heuristic:Heibaiying BigData Notes Kafka Consumer Offset Strategy Tip
- Heuristic:Cypress io Cypress Global Install Warning
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
Environments
- Environment:Togethercomputer Together python API Credentials
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime