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Entrepreneurial AI Ecosystem

Create & Automate Your Idea

AI

Artificial Intelligence

Machines mimicking human intelligence

ML

Machine Learning

AI subset learns from data

DL

Deep Learning

ML subset uses deep neural networks

NN

Neural Network

Systems inspired by the brain's structure.

RL

Reinforcement Learning

Learning by rewards/punishments

NLP

Natural Language Processing

Machines understanding language.

GAN

Generative Adversarial Network

Dual networks for generation & discrimination.

SVM

Support Vector Machines

Classification using a hyperplane

ANN

Artificial Neural Network

Basic computing unit of NN.

CNN

Convolutional Neural Network

NN variant for image data.

RNN

Recurrent Neural Network

NN with loops for sequences.

LSTM

Long Short-Term Memory

RNN type handling long sequences.

Large Language Model Performance in Time Series Analysis

Image created by author using Dall-E 3 How do major LLMs stack up at detecting anomalies or movements in the data when given a large set of time series data within the context window? While LLMs clearly excel in natural language processing tasks, their ability to analyze patterns in non-textual data, such...
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The Future of Generative AI is Agentic: What You Need to Know

Implementing AI Agents across LangChain, LlamaIndex, AWS, Gemini, AutoGen, CrewAI and Agent protocol Continue reading on Towards Data Science »
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The Foundation of Data Validation

Discussing the basic principles and methodology of data validation Continue reading on Towards Data Science »
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Enhancing Direct Answer Accuracy in RAG Setup with Self-Retrieval Mechanisms

Leveraging the power of LLMs to significantly enhance the quality of document context retrieved for direct answer generation in your RAG… Continue reading on Towards Data Science »
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The Stream Processing Model Behind Google Cloud Dataflow

Balancing correctness, latency, and cost in unbounded data processing Image created by the author. Table of contents Before we move onIntroduction from the paper.The details of the Dataflow model.Implementation and designs of the model. Intro Google Dataflow is a fully managed data processing service that provides serverless unified stream and batch data processing. It is the...
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