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Data Analytics – From Excel to Python, Power BI & ML Basics

The Data Analytics course is designed to equip learners with end-to-end data analysis skills using Excel, SQL, Python, Power BI, and Machine Learning basics. It blends data cleaning, processing, visualization, and predictive analytics – ideal for beginners, freshers, and professionals aiming to become data-driven decision-makers or enter analytics careers.

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Data Analytics – Detailed Course Content

This comprehensive Data Analytics course provides practical training on data handling and visualization tools used by analysts and decision-makers. You’ll begin with Excel and statistics, build database skills with SQL, advance to Python programming for data manipulation, and learn to create interactive dashboards in Power BI. It also introduces Machine Learning basics for predictive analysis and MIS reporting for structured business reporting.

By the end of the course, you’ll be confident in analyzing real-time business data and building data dashboards for impactful insights.

Tech Stack Covered (With Description):
🔹 Data Analysis & Visualization Tools:
Microsoft Excel (Advanced):
Perform data cleaning, use pivot tables, charts, dashboards, VLOOKUP/XLOOKUP, and macros for reporting.

SQL (Structured Query Language):
Query databases, perform joins, filters, subqueries, and aggregations to extract and analyze business data.

Statistics for Data Analysis:
Understand measures of central tendency, dispersion, correlation, regression, hypothesis testing, and statistical decision-making.

Python for Data Analytics:
Use Python with libraries like Pandas, NumPy, and Matplotlib to process and visualize large datasets efficiently.

Power BI:
Build and publish professional dashboards and interactive visualizations to communicate insights clearly.

🔹 Machine Learning (ML) Basics:
Introduction to Machine Learning

Supervised vs Unsupervised Learning

Real-world use cases (like predicting sales or customer churn)

Hands-on: Building your first simple ML model using Python’s Scikit-learn

Note: This module focuses on ML concepts and introductory level implementation suitable for analysts, not deep ML engineering.

🔹 MIS (Management Information Systems) Basics:
Overview of MIS in organizations

Creating automated Excel reports for business operations

Designing monthly/weekly MIS dashboards using Excel & Power BI

Real-time examples: Sales MIS, HR MIS, Finance MIS

🔹 Tools & DevOps:
VS Code / Jupyter Notebook / Excel

Git & GitHub – Version control and sharing code/data notebooks

PostgreSQL/MySQL Workbench – SQL Practice

Power BI Desktop – Data modeling & dashboard publishing

Job Roles You Can Apply For After completing this course, you’ll be equipped to apply for the following roles in the IT industry:

For Freshers (0–1 year experience):

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Mid-Level (1–3 years experience):

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Senior Level (4+ years experience):

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    Upcoming Batches

    23 Jul 2025 - Weekday Batch

    30 Jul 2025 -  Weekday Batch

    Our Testimonials

    What's Our Students Think

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    The Python course was well-structured and beginner-friendly. The trainers explained every concept clearly. Thanks to their placement support, I’m now working as a Python Developer in Chennai.

    Karthik Raj

    Python Course
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    From basics to advanced Java, the training was excellent. The mock interviews helped me a lot. I got placed in an IT company in Coimbatore within 3 weeks of completing the course!

    Meena Lakshmi

    Java Full Stack
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    I had no prior cloud experience, but this course made everything easy to understand. Their lab practice and placement team helped me get my first job as a Cloud Support Engineer in Trichy.

    Aravind Kumar

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    The trainers are very friendly and supportive. I built real websites during the course, which helped me get freelance projects and start earning from home in Madurai.

    Divya Shree

    MERN Stack Development
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    The Oracle SQL course helped me strengthen my database fundamentals. The hands-on sessions and trainer guidance were top-notch. I got placed as an SQL Developer in a Chennai-based IT firm.

    Suresh Kumar

    Oracle SQL Developer Course
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    I had an excellent experience with Leading Edge institute. The training sessions were highly structured and practical, helping me strengthen both my technical and soft skills. The trainers are knowledgeable, supportive, and always ready to clarify doubts. The placement support was exceptional — I received multiple interview opportunities and finally got placed in a reputed company. Highly recommend this institute to anyone looking to start or boost their career!

    Kiru dharshana

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    The trainers were highly skilled and made complex topics easy to understand. The training was practical, industry-relevant, and very well organized. Placement support and career guidance were truly impressive. Highly recommended for anyone serious about a career in software development!

    Nandha kumar

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    Excellent Institute for Java and Testing I enrolled in their Java + Testing course, and it was the best decision. The trainers explainconcerts concepts clearly and ensure every student gets personal attention. I got placed within 2 months of completion. Highly recommended!

    Parthiban R

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    From Fresher to Employed – Thank You! Being a non-IT graduate, I was nervous, but the Oracle + Testing training was beginner-friendly. The institute also helped with soft skills and resume building. I now have a job in a reputed MNC.

    Aravind venu

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    Hands-On Learning That Works I did the MEAN stack training and was impressed by the real-time projects. The trainer made the sessions very interactive. Got placed as a full-stack developer – thank you Leading Edge.

    Sathishraj

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    Strong Placement Support Their placement support is genuine and consistent. I took the MERN stack course, and they prepared me well with projects and mock interviews. I got placed in a startup with a good package!

    Srinath vip

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    Great experience with Oracle training at Leading Edge. Their real-time examples and doubt-clearing sessions helped me crack an offer from Capgemini.

    Suriyaprakash

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    No matter how many times you ask, they will clear your doubts very clearly and patiently. All the staff are friendly. Great institute👍🏼

    Rajesh vasan

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    Nice place to build your carrier. 100% support for your placement. Such a good atmosphere to learn.

    S.P. Kutty

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    very good and professional trainer I enjoyed and found this course most helpful

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