Running CrewAI with Databricks-Hosted LLMs
How to run CrewAI multi-agent workflows on Databricks using hosted foundation models instead of OpenAI, with LiteLLM and MLflow tracing.
CrewAIDatabricksLLM
Notes
Reflections on intelligence, artificial and otherwise.
Semi-structured Data Processing in Databricks
Explore two approaches for handling semi-structured data formats like JSON, XML, and CSV in Databricks - VARIANT data type and Spark Declarative Pipelines.
DatabricksData EngineeringApache Spark
Can Large Language Models Reason and Plan?
A critical examination of the planning and reasoning capabilities of LLMs, highlighting limitations in autonomous reasoning.
LLMPlanningReasoning
RAPTOR: Building a Better Brain for Large Language Models
How RAPTOR improves LLM information retrieval through hierarchical summarization trees.
RAGLLM
Fine-tuning Neural Networks with less parameters
How LoRA (Low Rank Adaptation) helps fine-tune neural networks using fewer parameters, making the process faster and more efficient.
LLMPEFT
The AI Hierarchy of Needs
A framework for understanding and building effective AI systems, inspired by Maslow's hierarchy of needs.
AIPsychology
Can Social Media Help Predict a Product's Success?
An NLP analysis of Samsung Galaxy S8 vs. Apple iPhone 8 & X using social media data.
NLPData Analysis
Amazon's Most Profitable Division — AWS
An examination of Amazon Web Services as the fastest growing and most profitable division of Amazon, exploring its evolution since 2006 and significance in cloud computing.
AWSCloud ComputingData Engineering
Bridging Accessibility: Developing a Kannada Text to Braille Interpreter
A project using OCR technology to convert Kannada text to Braille format for visually impaired individuals.
OCRNeural Network