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1,118
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:Wandb Weave Tracing Setup
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:Microsoft LoRA LoRA Integration
- Workflow:Mistralai Client python OCR Document Processing
- Workflow:Romsto Speculative Decoding Interactive CLI Comparison
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:Langchain ai Langgraph CLI Deployment
Principles
- Principle:NVIDIA NeMo Aligner Reward Model Data Preparation
- Principle:OpenBMB UltraFeedback World Knowledge Injection
- Principle:SeldonIO Seldon core Monitoring Pipeline Definition
- Principle:Eventual Inc Daft Delta Lake Writing
- Principle:Scikit learn Scikit learn Decision Tree Learning
- Principle:HKUDS AI Trader Frontend Asset Visualization
- Principle:Apache Kafka PR Metadata Retrieval
- Principle:Openai Openai agents python Function Tool Definition
- Principle:Nightwatchjs Nightwatch Cucumber Dependency Setup
- Principle:Roboflow Rf detr Training Loop Execution
Implementations
- Implementation:Lance format Lance FsstEncoding
- Implementation:Ggml org Ggml Cpu simd mappings
- Implementation:Alibaba ROLL Platform
- Implementation:BerriAI Litellm Simple Shuffle Strategy
- Implementation:Teamcapybara Capybara RSpec Matchers Base
- Implementation:FlagOpen FlagEmbedding MLVU Topic Reasoning Data
- Implementation:Online ml River Tree StochasticGradientTree
- Implementation:Mage ai Mage ai Twitter Ads Streams
- Implementation:ArroyoSystems Arroyo Pipeline Details Page
- Implementation:Openai CLIP Transform
Heuristics
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:Online ml River Hoeffding Tree Grace Period Tuning
- Heuristic:Intel Ipex llm NF4 Quantization Best Practice
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
Environments
- Environment:Openai Openai python Python 3 9 Plus
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:DataTalksClub Data engineering zoomcamp PySpark Batch Environment
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment
- Environment:DevExpress Testcafe Node Runtime