Data Science course in Vijayanagar — Python, pandas, ML & viz.
Cadspro's Data Science track at Vijayanagar walks you from pd.read_csv to a deployed scikit-learn model with a clean dashboard. Project-led, small batches, on real DELL workstations — the foundations Bangalore data teams hire on.
- Python + pandas + ML
- scikit-learn project
- Deployed dashboard
- Vijayanagar centre
Course snapshot
- Duration
- Confirmed at enrolment · weekday & weekend batches
- Mode
- Classroom — your notebooks on our hardware
- Tools
- Python · Jupyter · pandas · numpy · scikit-learn · matplotlib · seaborn · Streamlit
- Output
- GitHub repo with cleaned dataset, trained model and a deployed Streamlit dashboard
- Placement
- Resume reviews · mock interviews · referrals (analyst / junior DS)
- Certificate
- Cadspro completion (ISO Certified institute)
What you'll learn
- 01
Python for data
A focused Python refresh aimed at data work — slicing, comprehensions, file IO, virtual environments, Jupyter and VS Code. Enough Python to get out of pandas' way.
- 02
numpy & vectorised thinking
Arrays, broadcasting, vectorised operations and why a for-loop on a million rows is the wrong answer. The mental shift every data person makes.
- 03
pandas — the daily tool
DataFrames, indexing, joins, group-bys, time series, missing data and clean reshaping. Pandas is the language data teams actually speak.
- 04
EDA & data cleaning
Reading messy real-world CSVs, profiling, fixing types, handling outliers and writing reusable cleaning steps. The unglamorous 60% of every real project.
- 05
Visualisation
matplotlib basics, seaborn for statistical plots and the principles of a chart that actually communicates. When to use what, and why most dashboards are bad.
- 06
ML basics — scikit-learn
Train/test split, regression and classification, decision trees, random forests, evaluation metrics (accuracy, precision/recall, ROC) and cross-validation. Real models, real metrics.
- 07
Feature engineering & pipelines
Encoding, scaling, train-time leakage, scikit-learn pipelines and a working understanding of why your model is overfitting.
- 08
Simple deployment with Streamlit
Wrap your model in a Streamlit app with inputs and a chart, deploy it on the free tier. The 'I built and shipped a model' line on your resume.
- 09
Capstone + interview prep
Pick a real dataset (e.g. Bangalore housing, retail churn), do EDA → model → deploy. Plus interview prep — top data interview questions, SQL fundamentals, mock rounds.
The roles students step into.
- 01Data analystPython + pandas + SQL + a bit of viz is exactly the analyst job description. Pair this with Advanced Excel for the strongest analyst combo.
- 02Junior data scientistJunior DS roles screen for: Python, pandas, scikit-learn, the metrics they evaluate models on. That's exactly what the capstone proves.
- 03BI / reporting analystMany companies hire 'reporting + light modelling' roles — your dashboard project shows you can do both.
- 04ML internship → first roleBangalore data internships convert at a high rate when the candidate has a deployed model. The capstone is built specifically for this.
- 05Adjacent roles in product / opsProduct analyst, growth analyst and ops analyst all use the same toolkit. Data Science grads often find their first role in one of these.
Vijayanagar's training-school advantage.
- 01
Project, not just lectures
Every grad walks out with a deployed model and a public dashboard. That link is what changes interview outcomes — not certificate names.
- 02
Honest scope
We don't pretend a few weeks makes you an ML researcher. The track gets you to the analyst / junior-DS rung — which is where Bangalore is hiring.
- 03
Faculty across the desk
When your model is overfitting or your pandas join is duplicating rows, the faculty walks you through it. Small batches, real time per student.
- 04
Pairs with Python or Full Stack
If you came in via the Python course, the counsellor only charges and schedules the new modules — no duplicate content. Same with Full Stack to Streamlit.
In Vijayanagar — walk-in welcome.
Vijayanagar, Bengaluru 560040
Diagonal opposite NGT Nati Style Hotel
- RPC Layout · 4 min
- Hampi Nagar · 6 min
- Attiguppe · 7 min
- Vijayanagar Metro · 9 min
Common questions.
Related programming courses.
Book a free Data Science demo class at Vijayanagar.
Sit through a pandas session, see the lab, talk to the faculty — then decide.
