Course Overview:

Dive into the world of data science with our comprehensive course covering statistics, machine learning, data visualization, and big data technologies. Learn to analyze and interpret complex data to drive business decisions.

Duration:4+2 months

Introduction to Data Science

Definition and scope
Data science vs. traditional data analysis
Real-world applications

Mathematics and Statistics for Data Science

Mathematics Basics: Linear algebra, Calculus
Probability and Statistics: Descriptive statistics, Inferential statistics, Probability theory, Hypothesis testing, Regression analysis

Programming for Data Science

Python Programming: Introduction to Python, Data structures, Functions and modules
Data Manipulation with Python: NumPy, Pandas, Working with data frames
Data Visualization: Matplotlib, Seaborn, Plotly

Data Collection and Cleaning

Data Collection Methods: APIs, Web scraping, Databases
Data Cleaning Techniques: Handling missing data, Data transformation, Data normalization and scaling

Exploratory Data Analysis (EDA)

Understanding Data Distributions: Univariate, Bivariate, Multivariate analysis
Visual EDA Techniques: Histograms, Box plots, Scatter plots

Machine Learning

Supervised Learning: Linear regression, Logistic regression, Decision trees, Random forests, SVM, KNN
Unsupervised Learning: Clustering (K-means, hierarchical clustering), PCA
Model Evaluation: Cross-validation, Model tuning, Performance metrics (accuracy, precision, recall, F1 score)

Advanced Topics in Machine Learning

Deep Learning: Neural networks, CNNs, RNNs
NLP: Text processing, Sentiment analysis, Topic modeling
Time Series Analysis: ARIMA models, Seasonal decomposition

Big Data Technologies

Introduction to Big Data: Characteristics (Volume, Variety, Velocity, Veracity), Hadoop ecosystem
Apache Spark: Spark basics, Spark SQL, Spark MLlib

Data Engineering

Data Warehousing and ETL: ETL processes, Data warehousing concepts
SQL and NoSQL Databases: MySQL, PostgreSQL, MongoDB, Cassandra

Bonus Add-On’s with every course:

Soft Skills Training

Soft skills are crucial for success in placements, as they complement technical skills and help candidates stand out during interviews and in professional environments. Here's a comprehensive outline for a soft skills training program tailored for placement preparation: which is provided by us.

Importance of Soft Skills
Communication Skills
Verbal Communication
Non-Verbal Communication
Presentation Skills
Written Communication
Interpersonal Skills
Teamwork & Collaboration
Leadership Skills
Problem-Solving & Critical Thinking

Resume Writing Session

Resume writing sessions will be delivered to help students craft effective resumes that highlight their skills, experiences, and qualifications. Below is a detailed outline for a resume writing session designed to prepare students for placement:

Types of Resumes
Key Components of a Resume
Objective Statement or Summary
Tailoring Students Resume
Highlighting Relevant exposure
Writing Effective Bullet Points
Formatting & Design
Do & Don’ts of Resume Writing

Interview Preparation Session

Preparing freshers for placement interviews involves equipping them with the knowledge, skills, and confidence needed to perform well in interviews. Here’s a comprehensive outline for an interview preparation session specifically designed for our students.

Purpose of an Interview

Types of Interviews

Technical Interviews
HR Interviews
Behavioural Interviews
Group Discussions (GD)
Panel Interviews
Online/Virtual Interviews

Understanding the Interview Process

Pre-Interview Preparation
Researching the Company
Understanding the Job Description
Reviewing Your Resume
Preparing Your Portfolio

Types of Interview Questions

Traditional Questions
Behavioural Questions
Technical Questions
Technical Questions

Mastering Common Interview Questions
Master the Art of speaking
Non-Verbal Communication
Virtual Interview Preparation
Handling Difficult Questions
The Importance of Asking Questions
Mock Interviews
Post-Interview Etiquette
Dealing with Interview Anxiety

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What Our Students Are Saying

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K.H. Nikitha

I recently had the opportunity to undergo training at Siva Academy, in Digital Marketing and it was an incredibly positive experience. Under the guidance of the knowledgeable Instructor, I found the learning environment to be both comfortable and friendly. From quality of instruction to the welcoming atmosphere, I would recommend Siva Academy to anyone seeking comprehensive and practical training in their field of interest and desire.

Saniya Mirza

The Program was very good, and it helped me to get motivated. Gratitude for valuable learning experience at Siva Complete Solutions and Siva Academy. Thank you to the mentor and HR for fostering a welcoming atmosphere and providing support. Enjoyable time spent with mentors. Positive experience with Siva Complete Solutions Company.

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Charan Kumar A S

UI/UX design at Siva Academy is like turning ideas into interactive wonders. The courses are like puzzle pieces fitting together, creating a beautiful picture of knowledge. By joining Siva Academy, I not only mastered the art of design but also created a successful career path filled with user-friendly success stories!

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Joining Siva Academy was the best decision for my career. The comprehensive education, practical insights, and a network of ambitious peers provided the foundation for my success. Siva Academy isn't just an institute; it's the beginning of your triumphant professional journey.