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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:Webdriverio Webdriverio Custom Plugin Development
- Workflow:Kubeflow Pipelines Standalone Deployment
- Workflow:Apache Kafka Broker Startup
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:LaurentMazare Tch rs MNIST Training
- Workflow:CrewAIInc CrewAI Flow Based Orchestration
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
- Workflow:Langchain ai Langgraph Persistence and Memory Setup
Principles
- Principle:Pola rs Polars Data Type Transformation
- Principle:Open compass VLMEvalKit VLM Adapter Pattern
- Principle:Avdvg InjectGuard Similarity Search Detection
- Principle:Googleapis Python genai Content Generation With Cache
- Principle:Vespa engine Vespa CMake Configuration
- Principle:Nightwatchjs Nightwatch Element Interaction And Assertion
- Principle:DevExpress Testcafe Element Selection
- Principle:Intel Ipex llm QLoRA Model Loading
- Principle:Mlc ai Mlc llm Custom Request Routing
- Principle:Groq Groq python Batch Results Retrieval
Implementations
- Implementation:Cohere ai Cohere python AwsRerank
- Implementation:Huggingface Datatrove ZstdMediaWriter
- Implementation:CrewAIInc CrewAI MultiOn Tool
- Implementation:Hpcaitech ColossalAI Ray Callback Base
- Implementation:Axolotl ai cloud Axolotl Load Lora
- Implementation:Ollama Ollama Llama Model SmolLM3
- Implementation:Anthropics Anthropic sdk python Beta MessageCountTokensParams
- Implementation:Apache Airflow SecretsMasker
- Implementation:Avhz RustQuant Prelude
- Implementation:Datajuicer Data juicer Monitor
Heuristics
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:Cypress io Cypress V8 Snapshot Memory
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:Huggingface Open r1 Reward Function Tuning
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
Environments
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Huggingface Optimum Tensor Parallelization Environment
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Tencent Ncnn Vulkan Environment
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:Spotify Luigi SQLAlchemy Database