AI — Data2Decisions
Turn Raw Data into Intelligent Business Decisions
A practical bootcamp combining Data Analytics, Data Science, and AI to solve real business problems. You will learn to transform raw data into meaningful insights, predictive models, business dashboards, and AI-powered intelligence that drives real decisions.
From Raw Data to Business Strategy
Unlike purely technical courses, Data2Decisions ties every technical skill to a real business outcome — KPIs, dashboards, predictions, and AI-enhanced reports.
Data Analytics Foundation
Business problem framing, KPIs, data thinking, cleaning real-world datasets with Pandas, and EDA-driven insights.
Visualization & Prediction
Build interactive dashboards and BI charts, then apply regression and classification models to predict real business outcomes.
AI-Powered BI & Capstone
AI-assisted reports, intelligent analysis, then a capstone combining all skills into a full business case study with actionable recommendations.
6 Days to Data-Driven Decision Making
Every day tackles a new layer of the data-to-decisions pipeline — from raw messy data to a professional business intelligence presentation.
Day 1 — Business Data Thinking
DAY 01- Business problem-solving framework: identifying the right question before touching any data.
- What is a KPI? Defining Key Performance Indicators for different industries and use-cases.
- Data thinking: from raw information to structured business hypothesis.
- Introduction to business datasets: sales data, customer records, marketing metrics, financial data.
Day 2 — Data Cleaning & Exploratory Analysis
DAY 02- Python data toolkit: Pandas DataFrames, filtering, grouping, aggregation, and joins.
- Data cleaning essentials: handling missing values, duplicates, inconsistent formats, and outliers.
- Exploratory Data Analysis (EDA): finding patterns, distributions, and business-relevant correlations.
- Deliverable: Cleaned, documented business dataset with an EDA report.
Day 3 — Data Visualization & Business Dashboards
DAY 03- Data visualization principles: choosing the right chart for the right message.
- Matplotlib and Seaborn: build publication-quality charts, heatmaps, and distribution plots.
- Interactive dashboards with Plotly / Streamlit: build a live, filterable business BI dashboard.
- Deliverable: Complete interactive business dashboard with multiple KPI visualizations.
Day 4 — Predictive Data Science
DAY 04- Predictive modeling for business: when to use regression vs classification.
- Build a regression model: revenue forecasting, demand prediction, or price estimation.
- Build a classification model: customer churn prediction, lead scoring, or risk categorization.
- Model evaluation for business contexts: interpreting results in terms of business impact, not just metrics.
Day 5 — AI-Powered Business Intelligence
DAY 05- AI-assisted reporting: generating automated business narrative summaries from data.
- Using AI tools to augment data analysis: pattern discovery, anomaly detection, and trend forecasting.
- Business data insights: translating model outputs into executive-readable recommendations.
- Intelligent analysis pipelines: combining traditional analytics with AI-generated insights.
Day 6 — Capstone Business Case Study
DAY 06- Combine all skills: data cleaning, EDA, visualization, predictive modeling, and AI insights — applied to one complete business problem.
- Build a professional business presentation: findings, recommendations, and projected business impact.
- Live capstone showcase: present your data story and business case to the cohort.
- Portfolio packaging: GitHub repository, LinkedIn business case post, and career pathway guidance.
Data Skills + Business Acumen + AI-Enhanced Intelligence
Graduate with a portfolio-ready business case study, interactive dashboards, predictive models, and the ability to present data-driven recommendations to stakeholders — exactly what employers and clients in data and analytics roles look for.
Enroll: AI — Data2Decisions
6-Day business-focused bootcamp. Batch 1: 2–8 Nov · Batch 2: 9–15 Nov 2026 — secure your seat now.