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Towards Data Science
towardsdatascience. com > the-future-of-ai-for-sales-is-diverse-and-distributed

The Future of AI for Sales Is Diverse and Distributed

3+ hour, 11+ min ago  (1260+ words) True creativity and innovation will come from human-agent collaboration. One human, millions of agents. Weeks later, Google and Accel's Atoms accelerator reviewed roughly 4, 000 AI startup applications and rejected about 70% of them as shallow wrappers. The startups that made the cut…...

Towards Data Science
towardsdatascience. com > why-ai-is-training-on-its-own-garbage-and-how-to-fix-it

Why AI Is Training on Its Own Garbage (and How to Fix It)

22+ hour, 41+ min ago  (927+ words) Deep web data is the gold we can't touch, yet If you have been interested in AI for a while, you are probably an LLM/Agent/Chat user, but have you ever asked yourself how these tools will be trained…...

Towards Data Science
towardsdatascience. com > grounding-your-llm-a-practical-guide-to-rag-for-enterprise-knowledge-bases

Grounding Your LLM: A Practical Guide to RAG for Enterprise Knowledge Bases

1+ day, 3+ hour ago  (1707+ words) A clear mental model and a practical foundation you can build on There is a moment every AI engineer knows well. You have just shipped a proof of concept. The demo went brilliantly. The LLM answered questions fluently, synthesised information…...

Towards Data Science
towardsdatascience. com > democratizing-marketing-mix-models-mmm-with-open-source-and-gen-ai

Democratizing Marketing Mix Models (MMM) with Open Source and Gen AI

1+ day, 22+ hour ago  (627+ words) A practical system design combining open-source Bayesian MMM and Gen AI for transparent, vendor independent marketing analytics insights. This open-source workflow has several benefits: For the purpose of this showcase, I have used the open-source model Mistral 7 B, sourced locally…...

Towards Data Science
towardsdatascience. com > deep-dive-into-context-engineering-for-ai-agents

Context Engineering for AI'Agents: A Deep Dive

2+ day, 1+ hour ago  (1449+ words) How to optimize context, a precious finite resource for AI'agents We talk a lot about better models, larger context windows, and more capable agents. But most real-world failures don't come from model capability'they come from how context is constructed, passed,…...

Towards Data Science
towardsdatascience. com > the-arithmetic-of-productivity-boosts-why-does-a-40-increase-in-productivity-never-actually-work

The Arithmetic of Productivity Boosts: Why Does a "40% Increase in Productivity" Never Actually Work?

2+ day, 3+ hour ago  (880+ words) Why does grand productivity promises never actually deliver? Is every product just bad, or is there something else hiding in the numbers? Throughout my work as a consultant and manager in the data sphere, I've sat through my fair share…...

Towards Data Science
towardsdatascience. com > behavior-is-the-new-credential

Behavior is the New Credential

3+ day, 4+ hour ago  (913+ words) Cybersecurity in the age of AI We are living through a paradigm shift in how we prove we are who we say we are online. Instead of asking What do you know? (password, PIN, mother's maiden name) or What do…...

Towards Data Science
towardsdatascience. com > a-data-scientists-take-on-the-599-macbook-neo

A Data Scientist's Take on the $599 Mac Book Neo

4+ day, 2+ hour ago  (1460+ words) Why it doesn't fit my workflow but still makes sense for beginners When Apple dropped the $599 Mac Book Neo last month, I did what any data scientist pretending to be financially responsible would do. I opened six browser tabs, watched…...

Towards Data Science
towardsdatascience. com > building-robust-credit-scoring-models-with-python

Building Robust Credit Scoring Models with Python

5+ day, 2+ hour ago  (1635+ words) A Practical Guide to Measuring Relationships between Variables for Feature Selection in a Credit Scoring. Thank you for your feedback and interest in my previous article. Since several readers asked how to replicate the analysis, I decided to share the…...

Towards Data Science
towardsdatascience. com > building-a-python-workflow-that-catches-bugs-before-production

Building a Python Workflow That Catches Bugs Before Production

5+ day, 11+ min ago  (1661+ words) Using modern tooling to identify defects earlier in the software lifecycle. Python is one of those languages that can make you feel productive almost immediately. That is a big part of why it's so popular. Moving from idea to working…...