Sat.Sep 16, 2023 - Fri.Sep 22, 2023

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10 ChatGPT Projects Cheat Sheet

Flipboard

KDnuggets' latest cheat sheet covers 10 curated hands-on projects to boost data science workflows with ChatGPT across ML, NLP, and full stack dev, including links to full project details.

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How Enterprises Can Rise Above Data Gravity for a Better Life in the Cloud

insideBIGDATA

In this contributed article, Jim Liddle, Chief Innovation Officer at Nasuni, describes how having file data stored in the cloud and workloads on-premises can result in serious performance issues because remote access and data consolidation don’t play well together. In fact, the combination can create “data gravity” that complicates and slows the movement of data, worsened by the latency that often accompanies remote access.

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Machine Learning Experiment Tracking Using MLflow

Analytics Vidhya

Introduction The area of machine learning (ML) is rapidly expanding and has applications across many different sectors. Keeping track of machine learning experiments using MLflow and managing the trials required to construct them gets harder as they get more complicated. This can result in many problems for data scientists, such as: Given the above challenges, […] The post Machine Learning Experiment Tracking Using MLflow appeared first on Analytics Vidhya.

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Getting Started with Scikit-learn in 5 Steps

KDnuggets

This tutorial offers a comprehensive hands-on walkthrough of machine learning with Scikit-learn. Readers will learn key concepts and techniques including data preprocessing, model training and evaluation, hyperparameter tuning, and compiling ensemble models for enhanced performance.

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What’s New in Apache Airflow® 3.0—And How Will It Reshape Your Data Workflows?

Speaker: Tamara Fingerlin, Developer Advocate

Apache Airflow® 3.0, the most anticipated Airflow release yet, officially launched this April. As the de facto standard for data orchestration, Airflow is trusted by over 77,000 organizations to power everything from advanced analytics to production AI and MLOps. With the 3.0 release, the top-requested features from the community were delivered, including a revamped UI for easier navigation, stronger security, and greater flexibility to run tasks anywhere at any time.

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Linux Foundation: Why Open Data Matters

Adrian Bridgwater for Forbes

Open data exists as an information management practice to provide a controlled means of making data accessible, editable and sharable by any user or entity.

Big Data 345
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Generative AI Report – 9/19/2023

insideBIGDATA

Welcome to the Generative AI Report round-up feature here on insideBIGDATA with a special focus on all the new applications and integrations tied to generative AI technologies. We’ve been receiving so many cool news items relating to applications and deployments centered on large language models (LLMs), we thought it would be a timely service for readers to start a new channel along these lines.

AI 435

More Trending

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Ensemble Learning Techniques: A Walkthrough with Random Forests in Python

KDnuggets

A practical walkthrough for random forests in Python.

Python 380
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How Edmunds builds a blueprint for generative AI

databricks

This blog post is in collaboration with Greg Rokita, AVP of Technology at Edmunds. Long envisioned as a key milestone in computing, we've.

AI 321
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Anyscale Teams With NVIDIA to Supercharge LLM Performance and Efficiency

insideBIGDATA

Anyscale, the AI infrastructure company built by the creators of Ray, the world’s fastest-growing open-source unified framework for scalable computing, today announced a collaboration with NVIDIA to further boost the performance and efficiency of large language model (LLM) development on Ray and the Anyscale Platform for production AI.

AI 433
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Exploring Diffusion Models in NLP Beyond GANs and VAEs

Analytics Vidhya

Introduction Diffusion Models have gained significant attention recently, particularly in Natural Language Processing (NLP). Based on the concept of diffusing noise through data, these models have shown remarkable capabilities in various NLP tasks. In this article, we will delve deep into Diffusion Models, understand their underlying principles, and explore practical applications, advantages, computational considerations, relevance […] The post Exploring Diffusion Models in NLP Beyond GANs

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Agent Tooling: Connecting AI to Your Tools, Systems & Data

Speaker: Alex Salazar, CEO & Co-Founder @ Arcade | Nate Barbettini, Founding Engineer @ Arcade | Tony Karrer, Founder & CTO @ Aggregage

There’s a lot of noise surrounding the ability of AI agents to connect to your tools, systems and data. But building an AI application into a reliable, secure workflow agent isn’t as simple as plugging in an API. As an engineering leader, it can be challenging to make sense of this evolving landscape, but agent tooling provides such high value that it’s critical we figure out how to move forward.

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Hands-On with Supervised Learning: Linear Regression

KDnuggets

If you're looking for a hands-on experience with a detailed yet beginner-friendly tutorial on implementing Linear Regression using Scikit-learn, you're in for an engaging journey.

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A Costa Rica journey with a Twist of Pura Vida

databricks

Costa Rica is known for several things, both culturally and ecologically. Among those are biodiversity, coffee, Pura Vida, and most recently a rapidly.

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The Three Greatest Areas of Impact for AI in Automation

insideBIGDATA

In this contributed article, Jakob Freund, Co-Founder and CEO at Camunda, explores three different types of AI that he predicts will dominate industries as organizations work to ensure business processes are streamlined and working as intended. These three AI buckets include predictive decision-making, generative processes, and assistive tools.

AI 418
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Bias Mitigation in Generative AI

Analytics Vidhya

Introduction In today’s world, generative AI pushes the boundaries of creativity, enabling machines to craft human-like content. Yet, amidst this innovation lies a challenge – bias in AI-generated outputs. This article delves into “Bias Mitigation in Generative AI.” We’ll explore the types of bias, from cultural to gender, and understand the real-world impacts they can […] The post Bias Mitigation in Generative AI appeared first on Analytics Vidhya.

AI 358
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How to Modernize Manufacturing Without Losing Control

Speaker: Andrew Skoog, Founder of MachinistX & President of Hexis Representatives

Manufacturing is evolving, and the right technology can empower—not replace—your workforce. Smart automation and AI-driven software are revolutionizing decision-making, optimizing processes, and improving efficiency. But how do you implement these tools with confidence and ensure they complement human expertise rather than override it? Join industry expert Andrew Skoog as he explores how manufacturers can leverage automation to enhance operations, streamline workflows, and make smarter, data-dri

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Hands-On with Unsupervised Learning: K-Means Clustering

KDnuggets

This tutorial provides hands-on experience with the key concepts and implementation of K-Means clustering, a popular unsupervised learning algorithm, for customer segmentation and targeted advertising applications.

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Introducing the Support of Lateral Column Alias

databricks

We are thrilled to introduce the support of a new SQL feature in Apache Spark and Databricks: Lateral Column Alias (LCA). This feature.

SQL 306
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Intel Innovation 2023 Highlights

insideBIGDATA

Tuesday morning (Sept. 19, 2023), Intel kicked off its third annual developer event, Intel Innovation 2023, virtually and in San Jose, California. During the Day 1 keynote, “Developing the Future of the Siliconomy,” Intel CEO Pat Gelsinger, and a variety of customers, unveiled an array of technologies and applications that bring artificial intelligence everywhere and make it more accessible across all workloads.

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The Creative Potential of Normalizing Flows in Generative AI

Analytics Vidhya

Introduction Generative AI, with its remarkable ability to create data that closely resembles real-world examples, has garnered significant attention in recent years. While models like GANs and VAEs have stolen the limelight, a lesser-known gem called “Normalizing Flows” in generative AI has quietly reshaped the generative modeling landscape.

AI 355
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Automation, Evolved: Your New Playbook for Smarter Knowledge Work

Speaker: Frank Taliano

Documents are the backbone of enterprise operations, but they are also a common source of inefficiency. From buried insights to manual handoffs, document-based workflows can quietly stall decision-making and drain resources. For large, complex organizations, legacy systems and siloed processes create friction that AI is uniquely positioned to resolve.

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Top 5 Free Alternatives to GPT-4

KDnuggets

Think GPT-4 is a big deal? These Generative AI newbies are already stealing the show!

AI 361
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Orchestrating Data Analytics with Databricks Workflows

databricks

For data-driven enterprises, data analysts play a crucial role in extracting insights from data and presenting it in a meaningful way. However, many.

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insideBIGDATA Latest News – 9/21/2023

insideBIGDATA

In this regular column, we’ll bring you all the latest industry news centered around our main topics of focus: big data, data science, machine learning, AI, and deep learning. Our industry is constantly accelerating with new products and services being announced everyday. Fortunately, we’re in close touch with vendors from this vast ecosystem, so we’re in a unique position to inform you about all that’s new and exciting.

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How Generative AI Transforms The Craft of Narration?

Analytics Vidhya

Introduction Since time immemorial, stories have captivated our hearts and minds with storylines that elicit emotions, stimulate creativity, and reveal important messages. But what if we could imagine that, thanks to the power of AI, we can now go beyond the limits of human storytelling and allow AI to co-author our stories? In this article, […] The post How Generative AI Transforms The Craft of Narration?

AI 353
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The 2nd Generation of Innovation Management: A Survival Guide

Speaker: Chris Townsend, VP of Product Marketing, Wellspring

Over the past decade, companies have embraced innovation with enthusiasm—Chief Innovation Officers have been hired, and in-house incubators, accelerators, and co-creation labs have been launched. CEOs have spoken with passion about “making everyone an innovator” and the need “to disrupt our own business.” But after years of experimentation, senior leaders are asking: Is this still just an experiment, or are we in it for the long haul?

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Feature Store Summit 2023: Practical Strategies for Deploying ML Models in Production Environments

KDnuggets

On October 11th, 2023 the Feature Store Summit will bring together leading ML companies, such as Uber, WeChat and more, for in-depth discussions about data and AI.

ML 356
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Unexpected Tools in the Databricks Marketplace to Supercharge Manufacturing Supply Chains

databricks

“Supply chains compete, not companies” — Martin Christopher No two supply chains are identical - the unique combination of products, industries, and geographic locat.

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Cash Treasury Trading in the Age of AI

insideBIGDATA

In this contributed article, Shankar Narayanan, Head of Trading Research, Quantitative Brokers, discusses how In the era of artificial intelligence, cash treasury trading presents a unique opportunity to integrate new technologies, enhance trading methodologies and meet the growing demands of a rapidly evolving market.

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Top 20 Data Engineering Project Ideas [With Source Code]

Analytics Vidhya

Data engineering plays a pivotal role in the vast data ecosystem by collecting, transforming, and delivering data essential for analytics, reporting, and machine learning. Aspiring data engineers often seek real-world projects to gain hands-on experience and showcase their expertise. This article presents the top 20 data engineering project ideas with their source code.

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How to Achieve High-Accuracy Results When Using LLMs

Speaker: Ben Epstein, Stealth Founder & CTO | Tony Karrer, Founder & CTO, Aggregage

When tasked with building a fundamentally new product line with deeper insights than previously achievable for a high-value client, Ben Epstein and his team faced a significant challenge: how to harness LLMs to produce consistent, high-accuracy outputs at scale. In this new session, Ben will share how he and his team engineered a system (based on proven software engineering approaches) that employs reproducible test variations (via temperature 0 and fixed seeds), and enables non-LLM evaluation m

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Understanding Supervised Learning: Theory and Overview

KDnuggets

This article covers a high-level overview of popular supervised learning algorithms and is curated specially for beginners.

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Apache Spark 3 Apache DataSketches: New Sketch-Based Approximate Distinct Counting

databricks

Introduction In this blog post, we'll explore a set of advanced SQL functions available within Apache Spark that leverage the HyperLogLog algorithm, enabling.

SQL 279
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26 Years Since its Inception, Postgres is Just Getting Started 

insideBIGDATA

In this contributed article, Charly Batista, PostgreSQL Tech Lead at Percona, explores why Postgres is on the rise and why Postgres' brand of open source is good for business. One of the most widely used database management systems in the world, Postgres still lags quite substantially behind the likes of MySQL and Oracle in total adoption.

Database 273
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GenAI in Fashion | A Segmind Stable Diffusion XL 1.0 Approach

Analytics Vidhya

Introduction The fashion industry has not been left out and has been looking for ways to stay at the forefront of innovation to meet consumers’ ever-changing tastes and preferences. If you are into fashion or are a fashion freak, you should consider the capability of stable diffusers. The Segmind API makes this possibility too easy. […] The post GenAI in Fashion | A Segmind Stable Diffusion XL 1.0 Approach appeared first on Analytics Vidhya.

Analytics 353
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Apache Airflow® Best Practices: DAG Writing

Speaker: Tamara Fingerlin, Developer Advocate

In this new webinar, Tamara Fingerlin, Developer Advocate, will walk you through many Airflow best practices and advanced features that can help you make your pipelines more manageable, adaptive, and robust. She'll focus on how to write best-in-class Airflow DAGs using the latest Airflow features like dynamic task mapping and data-driven scheduling!