A previous article provided a of conceptual frameworks – analytical structures for representing abstract concepts and organizing data. Data scientists use such frameworks in a wide variety of contexts, from use case ideation and validation of machine learning models to productization and operation of user-facing solutions. The framework type (e.g., hierarchy, matrix, process flow, relational …

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Image by Editor   Contents# Introduction# Building Agentic AI Projects That Matter# Core Agentic Concepts# Tool Integration and Orchestration# Planning and Reasoning# Multi-Agent Systems# Safety and Reliability# Wrapping Up # Introduction  Agentic AI is becoming super popular and relevant across industries. But it also represents a fundamental shift in how we build intelligent systems: agentic AI systems that break down complex goals, decide which …

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says that “any sufficiently advanced technology is indistinguishable from magic”. That’s exactly how a lot of today’s AI frameworks feel. Tools like GitHub Copilot, Claude Desktop, OpenAI Operator, and Perplexity Comet are automating everyday tasks that would’ve seemed impossible to automate just five years ago. What’s even more remarkable is that with just a few …

Agentic AI from First Principles: Reflection Read More »

Image by Author   Contents# Introduction# 1. Can You Translate Business to Data (and Back)?# 2. Do You Understand Trade-Offs?# 3. Can You Work with Imperfect Data?# 4. Do You Think in Experiments?# 5. Can You Stay Calm Under Ambiguity?# 6. Do You Know When “Better” Is the Enemy of “Good”?# 7. Can You Handle Pushback?# Conclusion # Introduction  Everyone knows what comes up in …

The Hidden Curriculum of Data Science Interviews: What Companies Really Test Read More »

Five months ago, we introduced Flow, our AI filmmaking tool powered by Veo, and have been inspired by the creativity it has sparked with over 275 million videos generated in Flow . We’re always listening to your feedback, and we’ve heard that you want more artistic control within Flow, with increased support for audio across …

Bringing new Veo 3.1 updates into Flow to edit AI video Read More »

! My name is Kirill Khrylchenko, and I lead the RecSys R&D team at Yandex. One of our goals is to develop transformer technologies within the context of recommender systems, an objective we’ve been pursuing for five years now. Not too long ago, we reached a new milestone in the development of recommendation technologies, which …

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Image by Author   Contents# Introduction# Understanding The GLM Coding Plan# Setting Up OpenCode With The GLM Coding Plan# Creating The Gen Pay Website Using GLM-4.6 Coding Plan# Conclusion # Introduction  GLM-4.6 is the latest version of the Z.AI open-weight coding model, offering significant improvements over GLM-4.5 in areas such as agent performance, reasoning, and coding benchmarks. While it is available …

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We gave our new C2S-Scale 27B model a task: Find a drug that acts as a conditional amplifier, one that would boost the immune signal only in a specific “immune-context-positive” environment where low levels of interferon (a key immune-signaling protein) were already present, but inadequate to induce antigen presentation on their own. This required a …

Google’s Gemma AI model helps discover new potential cancer therapy pathway Read More »

And do we want to? The post Can We Save the AI Economy? appeared first on Towards Data Science.

Image by Author   Contents# Introduction# Text-to-SQL App Development# Wrapping Up # Introduction  Data has become an indispensable resource for any successful business, as it provides valuable insights for informed decision-making. Given the importance of data, many companies are building systems to store and analyze it. However, there are many times when it’s hard to acquire and analyze the …

Creating a Text to SQL App with OpenAI + FastAPI + SQLite Read More »