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How to Integrate AI and Data Science into Your Business Strategy
DATA SCIENCE CONSULTINGInsider consulting guide to conducting a successful 2-day executive workshopImage by author usingCanvaโOur industry does not respect traditionโit only respects innovation.โโSatya Nadella, CEO Microsoft, Letter to employees in2014While not all industries are as competitive and cutthroat as the software and cloud industries, innovating and applying the latest technological developments is a...
Published on: December 06, 2024 | Source:
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NumPy for Simulating Random Processes and Monte Carlo Methods
Learn how to use NumPy for robust computational simulation.
Published on: December 06, 2024 | Source:Reinforcement Learning: Self-Driving Cars to Self-Driving Labs
Understanding AI applications in bio for machine learning engineersPhoto by Ousa Chea onUnsplashAnyone who has tried teaching a dog new tricks knows the basics of reinforcement learning. We can modify the dogโs behavior by repeatedly offering rewards for obedience and punishments for misbehavior. In reinforcement learning (RL), the dog would be an agent, exploring its environment and receiving rewards or penalties...
Published on: December 06, 2024 | Source:Play the 20 Questions Game Against an LLM
And learn about LLM architecture techniques, parsed output, test design and performance measurement of your systemContinue reading on Towards Data Science ยป
Published on: December 06, 2024 | Source:5 Outside the Box Applications of Natural Language Processing
The NLP applications you might never know existed.
Published on: December 06, 2024 | Source:5 Python One-Liners to Kick Off Your Data Exploration
How to kickstart your EDA using simple one linersContinue reading on Towards Data Science ยป
Published on: December 06, 2024 | Source:Lasso and Elastic Net Regressions, Explained: A Visual Guide with Code Examples
REGRESSION ALGORITHMRoping in key features with coordinate descentLeast Squares Regression, Explained: A Visual Guide with Code Examples for BeginnersLinear regression comes in different types: Least Squares methods form the foundation, from the classic Ordinary Least Squares (OLS) to Ridge regression with its regularization to prevent overfitting. Then thereโs Lasso regression, which takes a unique approach by...
Published on: December 06, 2024 | Source:Bridging the Data Literacy Gap
The Advent, Evolution, and Current state of โData TranslatorsโIntroductionWith Data being constantly glorified as the most valuable asset organizations can own, leaders and decision-makers are always looking for effective ways to put their data insights to use. Every time customers interact with digital products, millions of data points are generated and the opportunity loss of not harnessing these data points to make...
Published on: December 06, 2024 | Source:Multimodal RAG: Process Any File Type with AI
A beginner-friendly guide with example (Python)codeThis is the third article in a larger series on multimodal AI. In the previous posts, we discussed multimodal LLMs and embedding models, respectively. In this article, we will combine these ideas to enable the development of multimodal RAG systems. Iโll start by reviewing key concepts and then share example code for implementing such asystem.Image fromCanva.Language...
Published on: December 05, 2024 | Source:Chat with Your Images using Multimodal LLMs
Chat with Your Images Using Llama 3.2-Vision Multimodal LLMsLearn how to build Llama 3.2-Vision locally in a chat-like mode, and explore its Multimodal skills on a ColabnotebookAnnotated image by author. Original image byPixabay.IntroductionThe integration of vision capabilities with Large Language Models (LLMs) is revolutionizing the computer vision field through multimodal LLMs (MLLM). These models combine text and...
Published on: December 05, 2024 | Source:Who Does What in Data? A Practical Introduction to the Role of a Data Engineer & Data Scientist
What does a data engineer do differently to a data scientist?Continue reading on Towards Data Science ยป
Published on: December 05, 2024 | Source:GPS Interpolation Using Maps and Kinematics
How do you apply dead reckoning to your geospatial dataset?The picture above illustrates the GPS interpolation process. The red dots represent the known and repeated GPS locations, with more than one location per dot, while the blue dots represent the inferred locations of the repeated points along the road using the vehicleโs speed. (Image created by the author using OpenStreetMap data and imagery.)Modern cars, vans,...
Published on: December 05, 2024 | Source:Building a Fantasy Football Research Agent with LangGraph
An end-to-end guide covering integration with the Sleeper API, creation of a Streamlit UI, and deployment via AWSCDKPhoto by Dmitriy Demidov onUnsplashItโs embarrassing how much time I spend thinking about my fantasy footballteam.Managing a squad means processing a firehose of informationโinjury reports, expert projections, upcoming bye weeks, and favorable matchups. And itโs not just the volume of data, but the...
Published on: December 05, 2024 | Source:From Code to Paper: Using GPT Models and Python to Generate Scientific LaTeX Documents
Automating scientific code documentation: a GPT-powered POC for streamlined workflows.Illustration picture. Generated byChatGPT.IntroductionWorking on scientific papers often involves translating algorithms into scientific formulas, typically formatted in LaTeX. This process can be tedious and time-consuming, especially in large projects, as it requires constant back-and-forth between the code repository and the LaTeX...
Published on: December 05, 2024 | Source:DRAGIN: Dynamic Retrieval Augmented Generation based on the Information Needs of Large Languageโฆ
DRAGIN: Dynamic Retrieval Augmented Generation based on the Information Needs of Large LanguageModelsTraditional RAG vs. dynamicRAGIn this article, I explore the fundamental concepts explained in the research paper titled โDRAGIN: Dynamic Retrieval Augmented Generation based on the Information Needs of Large Language Modelsโ by Weihang Su, Yichen Tang, Qingyao Ai, Zhijing Wu, and Yiqun Liu. This paper can be accessed...
Published on: December 05, 2024 | Source:Google DeepMind at NeurIPS 2024
Advancing adaptive AI agents, empowering 3D scene creation, and innovating LLM training for a smarter, safer future
Published on: December 05, 2024 | Source:How to Install and Run LLMs Locally on Android Phones
Learn how to bring the power of AI right to your Android phoneโno cloud, no internet, just pure on-device intelligence!
Published on: December 05, 2024 | Source:How to Transition Into Data Science-and Within Data Science
How to Transition Into Data Scienceโand Within DataScienceFeeling inspired to write your first TDS post? Weโre always open to contributions from newauthors.With January just around the corner, weโre about to enter prime career-moves season: that exciting time of the year when many data and machine learning professionals assess their career growth and explore new opportunities, and newcomers to the field plan the next...
Published on: December 05, 2024 | Source:From Novice to Pro: A Roadmap for Your Machine Learning Career
Let's take a look at a concise roadmap to building a lasting and effective machine learning career.
Published on: December 05, 2024 | Source:Donโt Flood Your Algorithms With Easy ExamplesโโโIt Costs Money
A common mistake that slows down training and burns cashContinue reading on Towards Data Science ยป
Published on: December 05, 2024 | Source:Break Free from the IC Mindset. You Are a Manager Now.
5 mistakes I see new managers make in their transition into leadership rolesContinue reading on Towards Data Science ยป
Published on: December 05, 2024 | Source:5 Beginner-Friendly Projects to Learn LLMs & RAG
I believe in the 'learning by doing' approachโyou learn more this way.
Published on: December 05, 2024 | Source:How to Interpret Matrix ExpressionsโโโTransformations
Matrix algebra for a data scientistPhoto by Ben Allan onUnsplashThis article begins a series for anyone who finds matrix algebra overwhelming. My goal is to turn what youโre afraid of into what youโre fascinated by. Youโll find it especially helpful if you want to understand machine learning concepts andmethods.Table of contents:IntroductionPrerequisitesMatrix-vector multiplicationTranspositionComposition of...
Published on: December 04, 2024 | Source:What Teaching AI Taught me About Data Skills & People
Three key lessons from my journey as a corporate AIeducatorPhoto by MikhailNilov.As an AI Educator, my job was to equip corporate teams with the data & AI skills they needed to thrive. But looking back, I realized that I learned far more from them that they did fromme.Hereโs what teaching 2000+ employees at 10+ large enterprises taught me about data skills, people, and the art of learning.1. Data Science has More...
Published on: December 04, 2024 | Source:Introducing Univariate Exemplar Recommenders: how to profile Customer Behavior in a single vector
Customer ProfilingSurveying and improving the current methodologies for customer profiling***To understand this article, knowledge of embeddings, clustering, and recommendation systems is required. The implementation of this algorithm has been released on GitHub and is fully open-source. I am open to criticism and welcome any feedback.Most platforms, nowadays, understand that tailoring individual choices for each...
Published on: December 04, 2024 | Source:Step-by-Step Guide for Building Bump Charts in Plotly
Learn how to create custom bump charts in Python using Plotly for data visualizationContinue reading on Towards Data Science ยป
Published on: December 04, 2024 | Source:7 Projects to Master Data Engineering
Learn to build, run, and manage data engineering pipelines both locally and in the cloud using popular tools.
Published on: December 04, 2024 | Source:An Introduction to CTEs in SQL
Explore how Common Table Expression (CTE) can help optimize SQL performance and readabilityContinue reading on Towards Data Science ยป
Published on: December 04, 2024 | Source:GenCast predicts weather and the risks of extreme conditions with state-of-the-art accuracy
New AI model advances the prediction of weather uncertainties and risks, delivering faster, more accurate forecasts up to 15 days ahead
Published on: December 04, 2024 | Source:Machine Learning Basics I Look for in Data Scientist Interviews
Letโs build our breadth of science together.Continue reading on Towards Data Science ยป
Published on: December 04, 2024 | Source:Getting Started with MongoDB: Installation and Setup Guide
MongoDB is a database thatโs great for handling large amounts of diverse data. This article walks you through installing MongoDB and using the MongoDB Shell to manage your data easily.
Published on: December 04, 2024 | Source:Genie 2: A large-scale foundation world model
Generating unlimited diverse training environments for future general agents
Published on: December 04, 2024 | Source:SQL vs. Calculators: Building Champion/Challenger Tests from Scratch
CODE OR CLICK: WHAT IS BETTER FOR A/BTESTINGIn depth SQL code for creating your own statistical testdesignImage from Imagen3The $300 Million Button: How A/B Testing Changed E-Commerce ForeverI am sure a lot of people are aware of the $300 million button story. For those that are not aware of the story, it is about a major e-commerce platform losing millions in potential revenue due to customer drop-offs at checkout....
Published on: December 04, 2024 | Source:How to Bring SQL Server Data into Microsoft Fabric
Options, optionsโฆIn this article, youโll learn what the possibilities are for bringing your on-prem SQL Server data to Microsoft FabricContinue reading on Towards Data Science ยป
Published on: December 04, 2024 | Source:5 Free Resources to Understand Neural Networks
Here are five free resources in diverse formats and difficulty levels to acquaint with deep learning models at no cost.
Published on: December 04, 2024 | Source: