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Analytics Vidhya
analyticsvidhya. com > blog > 2026 > 04 > basic-ai-concepts

10 Most Important AI Concepts Explained Simply

3+ hour, 35+ min ago  (1066+ words) Master Generative AI with 10+ Real-world Projects in 2026! AI can feel like a maze sometimes. Everywhere you look, people on social media and in meetings are throwing around terms like LLMs, agents, and hallucinations as if it's all obvious. But for…...

Analytics Vidhya
analyticsvidhya. com > blog > 2026 > 04 > project-glasswing-claude-mythos-most-powerful-ai

Project Glasswing is World's Most Powerful AI in Action

23+ hour, 42+ min ago  (1298+ words) Master Generative AI with 10+ Real-world Projects in 2026! Here is all about the latest effort by Anthropic and why it matters for just about the entire world. For this, Anthropic has deployed its all-new Mythos Preview. And what's more, the cutting-edge…...

Analytics Vidhya
analyticsvidhya. com > blog > 2026 > 04 > running-gemma-4-locally

Running Gemma 4 Locally with Ollama on Your PC

1+ day, 18+ hour ago  (1206+ words) Master Generative AI with 10+ Real-world Projects in 2026! Open-weight models are driving the latest excitement in the AI landscape. Running powerful models locally improves privacy, cuts costs, and enables offline use. But the open-source models are far and few! But Google's…...

Analytics Vidhya
analyticsvidhya. com > blog > 2026 > 04 > memory-systems-in-ai-agents

Architecture and Orchestration of Memory Systems in AI Agents

4+ day, 18+ hour ago  (427+ words) Master Generative AI with 10+ Real-world Projects in 2026! Modern AI agents treat the LLM as more than a text generator. They use it as the brain of a larger system, much like a CPU. Frameworks like Co ALA separate the agent's…...

Analytics Vidhya
analyticsvidhya. com > blog > 2026 > 04 > types-of-loss-functions-in-machine-learning

5 Types of Loss Functions in Machine Learning

5+ day, 17+ hour ago  (1698+ words) Master Generative AI with 10+ Real-world Projects in 2026! A loss function is what guides a model during training, translating predictions into a signal it can improve on. But not all losses behave the same'some amplify large errors, others stay stable in…...

Analytics Vidhya
analyticsvidhya. com > blog > 2026 > 04 > mamba4-explained

Mamba4 Explained: A Faster Alternative to Transformers for Sequential Modeling

6+ day, 18+ hour ago  (928+ words) Master Generative AI with 10+ Real-world Projects in 2026! Transformers revolutionized AI but struggle with long sequences due to quadratic complexity, leading to high computational and memory costs that limit scalability and real-time use. This creates a need for faster, more efficient…...

Analytics Vidhya
analyticsvidhya. com > blog > 2026 > 04 > speculative-decoding

Speculative Decoding: How LLMs Generate Text 3x Faster

1+ week, 2+ day ago  (1804+ words) Master Generative AI with 10+ Real-world Projects in 2026! Hence, several approaches have been proposed to speed up responses, such as Mixture of Experts, which activates only a subset of the model's weights, making inference faster. In this blog, however, we will…...

Analytics Vidhya
analyticsvidhya. com > blog > 2026 > 03 > iloc-vs-loc-in-pandas

Iloc vs Loc in Pandas: A Guide with Examples

1+ week, 4+ day ago  (1382+ words) Master Generative AI with 10+ Real-world Projects in 2026! Pandas Data Frames provide powerful tools for selecting and indexing data efficiently. The two most commonly used indexers are. loc and. iloc. The. loc method selects data using labels such as row and…...

Analytics Vidhya
analyticsvidhya. com > blog > 2026 > 03 > solved-ml-projects

20+ Solved ML Projects to Build Your Portfolio and Boost Your Resume

1+ week, 3+ day ago  (869+ words) Master Generative AI with 10+ Real-world Projects in 2026! Projects are the bridge between learning and becoming a professional. While theory builds fundamentals, recruiters value candidates who can solve real problems. A strong, diverse portfolio showcases practical skills, technical range, and problem-solving…...

Analytics Vidhya
analyticsvidhya. com > blog > 2026 > 03 > excel-cell-merge

Excel 101: Cell and Column Merge vs Combine

1+ week, 5+ day ago  (1838+ words) Master Generative AI with 10+ Real-world Projects in 2026! Because anyone who has used cell merge will tell you that more often than not, its use gives you a solid pushback from Excel. Starting out, you may see errors left, right, and…...