Product Use Cases
Search
FullText
Semantic
AI Criteria Tags
Filter + Result Page
Search + Result Page
Customers Say
Attributes/Tag generation
Sentiment Analysis
Summarization
Rrecommendation
Product Basket
Personalized
Popularity_based
Category Rec
Product Similarity/relevancy
DataOps
Security & Compliance: Ensuring data privacy (important for health-related apps) and compliance with regulations like HIPAA.
Monitoring and Quality Assurance: Ensure data quality, detect anomalies, and apply corrective actions.
Version Control & Collaboration: Managing different versions of data, changes in ML models, and collaboration among team members.
Data Pipeline Orchestration
Managing the flow from data ingestion
to storage and processing.
Data Storage / Data Lake
OpenSearch: If search and retrieval are key functions, OpenSearch (for analytics) can be used in combination with a data lake.
AWS S3: suitable for building a data lake.
Ingestion Layer
Real-time ingestion: For handling QA, user chats , calendar event updates
Batch ingestion: large data dumps like historical product data or user logs
Data Sorces
7. External, Knowledge_Base
6. Calendar Tracking: Time series data (appointments, events, etc.).
5. QA interactions (Bellysafe, Expert, ...) Text-based data.
Product
4. User clickstream data, system log, user preference
3. User Reviews
2. Product Meta , Details, Categories
1. Base data: User, Expert, ...tabular , text , geospatial
LLMs Tasks
Text Generation
Language Modeling
PEFT Methods
Selective
Fine-Tunning
Structural Masking
S-Diff pruning ,S-BitFit , FAR, Bitfit, SPT
Unstructural Masking
U-Diff pruning , FishMask , Fish-Dip , AM
Reparameterized
Fine-Tuning
LoRA Derivatives
Multiple LoRA
LoRAHub, MoLORA , MoA, MoLE, MixLoRA
LoRA Improvement
Laplace-LoRA , LoRA Dropout , LoRA+
Dynamic Rank
DyLoRA , AdaLoRA , SoRA , CapaBoost , AutoLoRA
Low-rank
Decomposition
LoRA , Compacter KronA , VeRA , DoRA
Additive
Fine-Tunning
Soft Prompt-based
Training Speedup
Soft Prompt Design
Prefix-tuning , p-tuning , Prompt-tuning , Xprompt, APrompt
Adapter-based
Multi-task Adaptation
AdapterFusion , AdaMix , AdapterSoup , MerA , Hyperformer
Adapter Design
Serial Adapter, Parallel Adapter, CoDA
SM Challenges
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