100% Job Oriented Data Analytics Online Course
Learn Power BI, Excel, SQL, and Python with 10+ Real-Time Industry Projects.
Become a Certified and Job Ready Data Analyst Now and Get Job in IT Industry in few months.
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Our Alumni work at some of the best companies in the world
Data Analytics Course Content
Data Analytics Course Curriculum
- Overview of Data Analytics
- Importance and applications of Data Analytics
- Data types and sources
- Data Analytics process and lifecycle
- Data collection methods and tools
- Data cleaning and preprocessing
- Handling missing values
- Data normalization and scaling
- Dealing with outliers
- Exploratory Data Analysis (EDA)
- Descriptive statistics
- Data visualization techniques
- Probability theory and distributions
- Hypothesis testing
- Confidence intervals
- Correlation and regression analysis
- Simple linear regression
- Multiple regression
- Principles of effective data visualization
- Data visualization tools and libraries
- Matplotlib, Seaborn (Python)
- ggplot2 (R)
- Tableau, Power BI
- Creating dashboards and interactive visualizations
- Relational databases and SQL
- Basic SQL queries (SELECT, INSERT, UPDATE, DELETE)
- Joins, subqueries, and indexing
- NoSQL databases
- Introduction to MongoDB, Cassandra, etc.
- Introduction to Machine Learning
- Supervised vs. Unsupervised learning
- Key algorithms
- Linear regression
- Logistic regression
- Decision trees and Random Forests
- K-means clustering
- Principal Component Analysis (PCA)
- Model evaluation and selection
- Cross-validation
- Hyperparameter tuning
- Ensemble methods
- Bagging and boosting
- Time series analysis and forecasting
- Natural Language Processing (NLP)
- Introduction to Big Data
- Hadoop ecosystem
- HDFS, MapReduce, YARN
- Apache Spark
- Spark SQL, DataFrames, and Datasets
- Spark MLlib
- Importance of data ethics
- Data privacy laws and regulations (GDPR, CCPA, etc.)
- Ethical considerations in data collection and analysis
- Python (pandas, numpy, scikit-learn, matplotlib, seaborn)
- R (dplyr, ggplot2, caret)
- SQL
- Tableau or Power BI
- Apache Hadoop and Spark
Real Time Projects List
- Project: Analyze user engagement data to understand user behavior and optimize platform features.
- Key Technologies: SQL, Python (pandas, matplotlib), Tableau
- Impact: Enhanced user experience and increased user retention and engagement.
- Project: Analyze flight data to identify patterns and causes of delays, and improve scheduling.
- Key Technologies: SQL, Python (pandas, seaborn), Tableau
- Impact: Reduced flight delays and improved customer satisfaction.
- Project: Analyze real estate data to identify market trends and provide insights for property valuation.
- Key Technologies: SQL, Python (pandas, matplotlib), Tableau
- Impact: Improved accuracy in property valuations and market predictions.
- Project: Analyze data from marketing campaigns to measure effectiveness and optimize future campaigns.
- Key Technologies: SQL, R, Python (pandas, seaborn), Tableau
- Impact: Increased return on marketing investment and more effective targeting strategies.
- Project: Analyze customer data to segment customers and tailor marketing strategies to different segments.
- Key Technologies: SQL, Python (pandas, scikit-learn), Tableau
- Impact: Improved customer targeting and increased sales through personalized marketing.
- Project: Analyze delivery data to optimize routes and improve delivery efficiency.
- Key Technologies: SQL, Python (pandas, geopandas, matplotlib), Tableau
- Impact: Reduced delivery times and operational costs, leading to higher customer satisfaction.
- Project: Analyze e-commerce data to identify sales trends and optimize product offerings.
- Key Technologies: SQL, Python (pandas, matplotlib), Tableau
- Impact: Increased sales and improved inventory management.
- Project: Analyze patient data to improve treatment plans and outcomes.
- Key Technologies: SQL, Python (pandas, scikit-learn), Tableau
- Impact: Enhanced patient care and optimized treatment protocols.
- Project: Analyze supply chain data to improve logistics and reduce costs.
- Key Technologies: SQL, Python (pandas, matplotlib), Tableau
- Impact: Increased supply chain efficiency and reduced operational costs.
- Project: Analyze product usage data to understand user behavior and improve product features.
- Key Technologies: SQL, Python (pandas, matplotlib), Tableau
- Impact: Enhanced product development and increased user satisfaction.
Key Benefits of this Course
- 100% Placements
- Real-Time Projects
- 7+ Industry-Recognized Certifications
- Industry Experts IBM, Meta, Microsoft, Infosys etc.
- Free Internship/Experience Letter for Gap Candidates
- Mock Interviews
- Study Material Updated by IT Experts
ONLEI Technologies Placement Process
Real Time LIVE Project Work
Internships under Experts
Interview Questions (Q&A)
Placement Training
Resume Building
Aptitude Preparation
Personality Development
Mock Interviews
Scheduling Interviews
Get Job Offer Letter
Reviews by our Students
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I got Job Placement from ONLEI Technologies at a Package of 12LPA in Noida Location. I was college passout when I joined ONLEI Technologies but then I got trained on Data Science , Machine Learning , Deep Learning Concepts with Python Programming. Thanks to the whole team of ONLEI Technologies for supporting me.
Swati Singh
Placed @ Amazon
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ONLEI Technologies is the best online training company.. Their programs are designed to equip students with practical skills needed in the industry. Their instructors are experts in their respective fields, providing comprehensive and interactive training. I highly recommend ONLEI Technologies for anyone seeking to advance their career through online learning.
Rajesh Singh
Placed @ PayTM
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Hello! I’m Sandhya Singh. From Gautam Buddha University.
This was a great experience for me and an absolutely wonderful course by ONLEI TECHNOLOGIES. I learned a lot about Python , Machine learning and Data science. I think it is a must-take course for those who are interested in programming and machine learning! And as this was my first course I really learnt a lot!!! THANK YOU.
Sandhya Singh
Placed @ IBM