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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:BerriAI Litellm Router Load Balancing
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Openai Openai node Streaming To Client
- Workflow:Heibaiying BigData Notes HBase Java CRUD Operations
- Workflow:Apache Spark Standalone Cluster Deployment
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:Microsoft Autogen Tool Augmented Agent
- Workflow:NVIDIA DALI Custom Operator Development
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
Principles
- Principle:Sail sg LongSpec Distributed Training
- Principle:Langchain ai Langgraph Multi Agent Research Pattern
- Principle:Tensorflow Tfjs Base Model Loading
- Principle:Open compass VLMEvalKit Dataset Base Class Hierarchy
- Principle:Dagster io Dagster Incremental Processing
- Principle:FlowiseAI Flowise Node Registry Loading
- Principle:Pola rs Polars Time Range Filtering
- Principle:Heibaiying BigData Notes MapReduce Map Phase
- Principle:Infiniflow Ragflow Document Store Indexing
- Principle:Avhz RustQuant European Vanilla Option Contract
Implementations
- Implementation:Bentoml BentoML OCIBuilder Base
- Implementation:Speechbrain Speechbrain Prepare AMI Diarization
- Implementation:OpenHands OpenHands OrgService Create Org Entity
- Implementation:Mlflow Mlflow Scoring Server Invocations
- Implementation:LaurentMazare Tch rs Imagenet Load Image And Resize224
- Implementation:BerriAI Litellm Humanloop Integration
- Implementation:Getgauge Taiko DomHandler
- Implementation:Kornia Kornia IO Maps Configuration
- Implementation:Online ml River FeatureExtraction Agg
- Implementation:Mlflow Mlflow Build Docker
Heuristics
- Heuristic:Lm sys FastChat Vicuna SFT Training Hyperparameters
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:Mlc ai Mlc llm Metal KV Cache Capacity Limit
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
- Heuristic:Nautechsystems Nautilus trader Streaming Mode For Large Backtests
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
Environments
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Bentoml BentoML Python Runtime
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Sgl project Sglang CUDA