Contents# Introduction# 1. Setting Up Your Environment and Loading the Data# 2. Getting the Baseline with df.describe()# 3. Pushing Pandas Further with include, .agg(), and groupby# 4. Getting a Richer Console Summary with skimpy# 5. Generating a Full Interactive Report with Profiling# 6. Building a Real “Table 1” with tableone# 7. Polishing It into a Publication-Quality Table with Great Tables# Tying It Together: …

7 Steps to Automating Descriptive Statistics with Python Read More »

Image by Pexels Coming out of the pandemic, statisticians have run into a slew of geo-political complications further augmenting the inability to forecast business variables with accuracy. Did Ukraine drive retail prices higher in 2022 or was it the quantitative easing in 2021 that was the culprit? Some models say one thing and some say …

Information Theory and Ensemble Models Read More »

  Contents# Introduction# Orchestrating and Managing Multi-Agent Systems# Supervising Agents and Closing the Production Gap# Evaluating Models and Engineering Prompts# Governing and Regulating AI Systems# Interpreting Business Impact# Conclusion # Introduction  Data scientists at companies running AI in production are spending more time on AI oversight and system supervision than on model construction. Job postings and salary data from 2025 and 2026 confirm …

Data Scientists Are Becoming AI Managers, Not Model Builders Read More »

part of the generation brick of Enterprise Document Intelligence, a series that builds an enterprise RAG system from four bricks: document parsing, question parsing, retrieval, and generation. Article 8A (the answer contract) declared the typed schema family and the ANSWER_REGISTRY that maps each answer shape to its schema. This part builds the call that fills …

Assemble Each RAG Generation Prompt from a Base Prompt Plus the Rules Each Question Needs Read More »

  Contents# Introduction# Prerequisites and Installation# Making Your First API Call# Understanding the Response Object# Using System Prompts# Streaming Responses# Next Steps # Introduction  You want to add Claude to a Python application. Creating an account and making your first API call is straightforward. The official documentation can get you from zero to a working request in a few minutes. The next questions …

Getting Started with the Claude API in Python Read More »

Today, Google DeepMind and A24 are announcing a first-of-its-kind partnership focused on research. The collaboration pairs a world-leading research lab with the industry’s most filmmaker-forward studio to help artists develop new workflows and techniques. This ensures the tools of the future are shaped by the creators who use them. This partnership creates a deep research …

Google DeepMind and A24 launch research partnership Read More »

virus spreading through big tech. Engineers are being judged, directly or indirectly, by how much AI they can consume. More tokens, more output, more compute. Some companies even had leaderboards. It’s the 2026 version of ranking engineers by lines of code. ContentsLess is moreThe Cost of Tokenmaxxing1. Financial Cost2. Inference Speed3. Quality🛠️ Real strategies for …

Tokenminning: How to Get More from Your Chatbot for Less Read More »

  Contents# Introduction# 1. Lovable# 2. v0 by Vercel# 3. Replit# 4. OpenAI Codex# 5. MiniMax Code# Final Thoughts # Introduction  Have you ever thought, “If I had programming skills, I could launch my own startup or build the app idea I have been thinking about”? For many non-technical founders, creators, and professionals, the hardest part is not coming up with ideas. It …

5 AI Coding Platforms to Build Apps Without the Headache Read More »

Limitations: Omni offers 10-second video generations currently, with longer durations coming soon. Uploading audio references and scene extension is not yet supported in the Gemini API for this model. Video references up to 3 seconds in duration are accepted by the API schema but are not correctly processed by the model at this time. Character …

Start building with Nano Banana 2 Lite and Gemini Omni Flash Read More »

is a good way to test NLP models because it focuses not only on what a sentence says, but also on how it is written. Kaggle’s Spooky Author Identification competition is a compact version of this challenge: given a single sentence from gothic or horror fiction, the model has to predict whether it was written by Edgar Allan Poe (EAP), Mary Wollstonecraft Shelley …

How Far Can Classical NLP Go? From Bag-of-Words to Stacking on Spooky Author Identification Read More »