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Want to excel in data analysis with Python? Follow InGrade’s step-by-step guide to advance your skills and career!

Want to excel in data analysis with Python? Follow InGrade’s step-by-step guide to advance your skills and career!
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Want to excel in data analysis with Python? Follow InGrade’s step-by-step guide to advance your skills and career!

Types of Business Analysis

In today’s fast-changing, data-driven world Businesses are looking for ways to improve decision making. Improve operations and drive continuously better results One of the most

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November 27, 2024

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Industry-Leading Curriculum

Stay ahead with cutting-edge content designed to meet the demands of the tech world.

Our curriculum is created by experts in the field and is updated frequently to take into account the latest advances in technology and trends. This ensures that you have the necessary skills to compete in the modern tech world.

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Expert Instructors

Learn from top professionals who bring real-world experience to every lesson.


You will learn from experienced professionals with valuable industry insights in every lesson; even difficult concepts are explained to you in an innovative manner by explaining both basic and advanced techniques.

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Hands-on learning

Master skills with immersive, practical projects that build confidence and competence.

We believe in learning through doing. In our interactive projects and exercises, you will gain practical skills and real-world experience, preparing you to face challenges with confidence anywhere in the professional world.

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Placement-Oriented Sessions

Jump-start your career with results-oriented sessions guaranteed to get you the best jobs.


Whether writing that perfect resume or getting ready for an interview, we have placement-oriented sessions to get you ahead in the competition as well as tools and support in achieving your career goals.

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Flexible Learning Options

Learn on your schedule with flexible, personalized learning paths.

We present you with the opportunity to pursue self-paced and live courses - your choice of study, which allows you to select a time and manner most befitting for you. This flexibility helps align your schedule of studies with that of your job and personal responsibilities, respectively.

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Lifetime Access to Resources

You get unlimited access to a rich library of materials even after completing your course.


Enjoy unlimited access to all course materials, lecture recordings, and updates. Even after completing your program, you can revisit these resources anytime to refresh your knowledge or learn new updates.

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Community and Networking

Connect to a global community of learners and industry leaders for continued support and networking.


Join a community of learners, instructors, and industry professionals. This network offers you the space for collaboration, mentorship, and professional development-making the meaningful connections that go far beyond the classroom.

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High-Quality Projects

Build a portfolio of impactful projects that showcase your skills to employers.


Build a portfolio of impactful work speaking to your skills to employers. Our programs are full of high-impact projects, putting your expertise on show for potential employers.

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Freelance Work Training

Gain the skills and knowledge needed to succeed as freelancers.


Acquire specific training on the basics of freelance work-from managing clients and its responsibilities, up to delivering a project. Be skilled enough to succeed by yourself either in freelancing part-time or as a full-time career.

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Raunak Sarkar

Senior Data Scientist & Expert Statistician

Raunak Sarkar isn’t just a data analyst—he’s a data storyteller, problem solver, and one of the most sought-after experts in business analytics and data visualization. Known for his unmatched ability to turn raw data into powerful insights, Raunak has helped countless businesses make smarter, more strategic decisions that drive real results.

What sets Raunak apart is his ability to simplify the complex. His teaching style breaks down intimidating data concepts into bite-sized, relatable lessons, making it easy for learners to not only understand the material but also put it into action. With Raunak as your guide, you’ll go from “data newbie” to confident problem solver in no time.

With years of hands-on experience across industries, Raunak brings a wealth of knowledge to every lesson. He’s worked on solving real-world challenges, fine-tuning his expertise, and developing strategies that work in the real world. His unique mix of technical know-how and real-world experience makes his lessons both practical and inspiring.

But Raunak isn’t just a mentor—he’s a motivator. He’s passionate about empowering learners to think critically, analyze effectively, and make decisions backed by solid data. Whether you're a beginner looking to dive into the world of analytics or a seasoned professional wanting to sharpen your skills, learning from Raunak is an experience that will transform the way you think about data.

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Omar Hassan

Senior Data Scientist & Expert Statistician

Omar Hassan has been in the tech industry for more than a decade and is undoubtedly a force to be reckoned with. He has shown a remarkable career of innovation and impact through his outstanding leadership in ground-breaking initiatives with multinational companies to redefine business performance through innovative analytical strategies.

He can make the complex simple. He has the ability to transform theoretical concepts into practical tools, ensuring that learners not only understand them but also know how to apply them in the real world. His teaching style is all about clarity and relevance—helping you connect the dots and see the bigger picture while mastering the finer details.

But for Omar, it's not just the technology; it's also people. As a mentor he was very passionate about building and helping others grow along. Whether he was bringing success to teams or igniting potential in students' eyes, Omar's joy is in sharing knowledge to others and inspiring them with great passion.

Learn through Omar. That means learn the skills but most especially the insights of somebody who's been there and wants to help you go it better. You better start getting ready for levelling up with one of the best in the business.

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Niharika Upadhyay

Data Science Instructor & ML Expert

Niharika Upadhyay is an innovator in the fields of machine learning, predictive analytics, and big data technologies. She has always been deeply passionate about innovation and education and has dedicated her career to empowering aspiring data scientists to unlock their potential and thrive in the ever-evolving world of technology.

What makes Niharika stand out is her dynamic and interactive teaching style. She believes in learning by doing, placing a strong emphasis on hands-on development. Her approach goes beyond just imparting knowledge—she equips her students with practical tools, actionable skills, and the confidence needed to tackle real-world challenges and build successful careers in data science.

Niharika has been a transforming mentor for thousands of students who attribute her guidance as an influential point in their career journeys. She has an extraordinary knack for breaking down seemingly complicated concepts into digestible and relatable ideas, and her favorite learner base cuts across every spectrum. Whether she is taking students through the basics of machine learning or diving into advanced applications of big data, the sessions are always engaging, practical, and results-oriented.

Apart from a mentor, Niharika is a thought leader for the tech space. Keeping herself updated with the recent trends in emerging technologies while refining her knowledge and conveying the latest industry insights to learners is her practice. Her devotion to staying ahead of the curve ensures that her learners are fully equipped with cutting-edge skills as well as industry-relevant expertise.

With her blend of technical brilliance, practical teaching methods, and genuine care for her students' success, Niharika Upadhyay isn't just shaping data scientists—she's shaping the future of the tech industry.

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Muskan Sahu

Data Science Instructor & ML Engineer

Muskan Sahu is an excellent Python programmer and mentor who teaches data science with an avid passion for making anything that seems complex feel really simple. Her approach involves lots of hands-on practice with real-world problems, making what you learn applicable and relevant. Muskan has focused on empowering her students to be equipped with all the tools and confidence necessary for success, so not only do they understand what's going on but know how to use it right.

In each lesson, her expertise in data manipulation and exploratory data analysis is evident, as well as her dedication to making learners think like data scientists. Muskan's teaching style is engaging and interactive; it makes it easy for students to connect with the material and gain practical skills.

With her rich industry experience, Muskan brings valuable real-world insights into her lessons. She has worked with various organizations, delivering data-driven solutions that improve performance and efficiency. This allows her to share relevant, real-world examples that prepare students for success in the field.

Learning from Muskan means not only technical skills but also practical knowledge and confidence to thrive in the dynamic world of data science. Her teaching ensures that students are well-equipped to handle any challenge and make a meaningful impact in their careers.

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Devansh Dixit

Cyber Security Instructor & Cyber Security Specialist

Devansh is more than just an expert at protecting digital spaces; he is a true guardian of the virtual world. He brings years of hands-on experience in ICT Security, Risk Management, and Ethical Hacking. A proven track record of having helped businesses and individuals bolster their cyber defenses, he is a master at securing complex systems and responding to constantly evolving threats.

What makes Devansh different is that he teaches practically. He takes the vast cybersecurity world and breaks it into digestible lessons, turning complex ideas into actionable strategies. Whether it's securing a network or understanding ethical hacking, his lessons empower learners to address real-world security challenges with confidence.

With several years of experience working for top-tier cybersecurity firms, like EthicalHat Cyber Security, he's not only armed with technical acumen but also a deep understanding of navigating the latest trends and risks that are happening in the industry. His balance of theoretical knowledge with hands-on experience allows for insightful instruction that is instantly applicable.

Beyond being an instructor, he is a motivator who instills a sense of urgency and responsibility in his students. His passion for cybersecurity drives him to create a learning environment that is both engaging and transformative. Whether you’re just starting out or looking to enhance your expertise, learning from this instructor will sharpen your skills and broaden your perspective on the vital field of cybersecurity.

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Predictive Maintenance

Basic Data Science Skills Needed

1.Data Cleaning and Preprocessing

2.Descriptive Statistics

3.Time-Series Analysis

4.Basic Predictive Modeling

5.Data Visualization (e.g., using Matplotlib, Seaborn)

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Fraud Detection

Basic Data Science Skills Needed

1.Pattern Recognition

2.Exploratory Data Analysis (EDA)

3.Supervised Learning Techniques (e.g., Decision Trees, Logistic Regression)

4.Basic Anomaly Detection Methods

5.Data Mining Fundamentals

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Personalized Medicine

Basic Data Science Skills Needed

1.Data Integration and Cleaning

2.Descriptive and Inferential Statistics

3.Basic Machine Learning Models

4.Data Visualization (e.g., using Tableau, Python libraries)

5.Statistical Analysis in Healthcare

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Customer Churn Prediction

Basic Data Science Skills Needed

1.Data Wrangling and Cleaning

2.Customer Data Analysis

3.Basic Classification Models (e.g., Logistic Regression)

4.Data Visualization

5.Statistical Analysis

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Climate Change Analysis

Basic Data Science Skills Needed

1.Data Aggregation and Cleaning

2.Statistical Analysis

3.Geospatial Data Handling

4.Predictive Analytics for Environmental Data

5.Visualization Tools (e.g., GIS, Python libraries)

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Stock Market Prediction

Basic Data Science Skills Needed

1.Time-Series Analysis

2.Descriptive and Inferential Statistics

3.Basic Predictive Models (e.g., Linear Regression)

4.Data Cleaning and Feature Engineering

5.Data Visualization

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Self-Driving Cars

Basic Data Science Skills Needed

1.Data Preprocessing

2.Computer Vision Basics

3.Introduction to Deep Learning (e.g., CNNs)

4.Data Analysis and Fusion

5.Statistical Analysis

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Recommender Systems

Basic Data Science Skills Needed

1.Data Cleaning and Wrangling

2.Collaborative Filtering Techniques

3.Content-Based Filtering Basics

4.Basic Statistical Analysis

5.Data Visualization

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Image-to-Image Translation

Skills Needed

1.Computer Vision

2.Image Processing

3.Generative Adversarial Networks (GANs)

4.Deep Learning Frameworks (e.g., TensorFlow, PyTorch)

5.Data Augmentation

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Text-to-Image Synthesis

Skills Needed

1.Natural Language Processing (NLP)

2.GANs and Variational Autoencoders (VAEs)

3.Deep Learning Frameworks

4.Image Generation Techniques

5.Data Preprocessing

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Music Generation

Skills Needed

1.Deep Learning for Sequence Data

2.Recurrent Neural Networks (RNNs) and LSTMs

3.Audio Processing

4.Music Theory and Composition

5.Python and Libraries (e.g., TensorFlow, PyTorch, Librosa)

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Video Frame Interpolation

Skills Needed

1.Computer Vision

2.Optical Flow Estimation

3.Deep Learning Techniques

4.Video Processing Tools (e.g., OpenCV)

5.Generative Models

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Character Animation

Skills Needed

1.Animation Techniques

2.Natural Language Processing (NLP)

3.Generative Models (e.g., GANs)

4.Audio Processing

5.Deep Learning Frameworks

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Speech Synthesis

Skills Needed

1.Text-to-Speech (TTS) Technologies

2.Deep Learning for Audio Data

3.NLP and Linguistic Processing

4.Signal Processing

5.Frameworks (e.g., Tacotron, WaveNet)

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Story Generation

Skills Needed

1.NLP and Text Generation

2.Transformers (e.g., GPT models)

3.Machine Learning

4.Data Preprocessing

5.Creative Writing Algorithms

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Medical Image Synthesis

Skills Needed

1.Medical Image Processing

2.GANs and Synthetic Data Generation

3.Deep Learning Frameworks

4.Image Segmentation

5.Privacy-Preserving Techniques (e.g., Differential Privacy)

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Fraud Detection

Skills Needed

1.Data Cleaning and Preprocessing

2.Exploratory Data Analysis (EDA)

3.Anomaly Detection Techniques

4.Supervised Learning Models

5.Pattern Recognition

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Customer Segmentation

Skills Needed

1.Data Wrangling and Cleaning

2.Clustering Techniques

3.Descriptive Statistics

4.Data Visualization Tools

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Sentiment Analysis

Skills Needed

1.Text Preprocessing

2.Natural Language Processing (NLP) Basics

3.Sentiment Classification Models

4.Data Visualization

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Churn Analysis

Skills Needed

1.Data Cleaning and Transformation

2.Predictive Modeling

3.Feature Selection

4.Statistical Analysis

5.Data Visualization

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Supply Chain Optimization

Skills Needed

1.Data Aggregation and Cleaning

2.Statistical Analysis

3.Optimization Techniques

4.Descriptive and Predictive Analytics

5.Data Visualization

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Energy Consumption Forecasting

Skills Needed

1.Time-Series Analysis Basics

2.Predictive Modeling Techniques

3.Data Cleaning and Transformation

4.Statistical Analysis

5.Data Visualization

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Healthcare Analytics

Skills Needed

1.Data Preprocessing and Integration

2.Statistical Analysis

3.Predictive Modeling

4.Exploratory Data Analysis (EDA)

5.Data Visualization

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Traffic Analysis and Optimization

Skills Needed

1.Geospatial Data Analysis

2.Data Cleaning and Processing

3.Statistical Modeling

4.Visualization of Traffic Patterns

5.Predictive Analytics

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Customer Lifetime Value (CLV) Analysis

Skills Needed

1.Data Preprocessing and Cleaning

2.Predictive Modeling (e.g., Regression, Decision Trees)

3.Customer Data Analysis

4.Statistical Analysis

5.Data Visualization

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Market Basket Analysis for Retail

Skills Needed

1.Association Rules Mining (e.g., Apriori Algorithm)

2.Data Cleaning and Transformation

3.Exploratory Data Analysis (EDA)

4.Data Visualization

5.Statistical Analysis

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Marketing Campaign Effectiveness Analysis

Skills Needed

1.Data Analysis and Interpretation

2.Statistical Analysis (e.g., A/B Testing)

3.Predictive Modeling

4.Data Visualization

5.KPI Monitoring

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Sales Forecasting and Demand Planning

Skills Needed

1.Time-Series Analysis

2.Predictive Modeling (e.g., ARIMA, Regression)

3.Data Cleaning and Preparation

4.Data Visualization

5.Statistical Analysis

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Risk Management and Fraud Detection

Skills Needed

1.Data Cleaning and Preprocessing

2.Anomaly Detection Techniques

3.Machine Learning Models (e.g., Random Forest, Neural Networks)

4.Data Visualization

5.Statistical Analysis

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Supply Chain Analytics and Vendor Management

Skills Needed

1.Data Aggregation and Cleaning

2.Predictive Modeling

3.Descriptive Statistics

4.Data Visualization

5.Optimization Techniques

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Customer Segmentation and Personalization

Skills Needed

1.Data Wrangling and Cleaning

2.Clustering Techniques (e.g., K-Means, DBSCAN)

3.Descriptive Statistics

4.Data Visualization

5.Predictive Modeling

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Business Performance Dashboard and KPI Monitoring

Skills Needed

1.Data Visualization Tools (e.g., Power BI, Tableau)

2.KPI Monitoring and Reporting

3.Data Cleaning and Integration

4.Dashboard Development

5.Statistical Analysis

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Network Vulnerability Assessment

Skills Needed

1.Knowledge of vulnerability scanning tools (e.g., Nessus, OpenVAS).

2.Understanding of network protocols and configurations.

3.Data analysis to identify and prioritize vulnerabilities.

4.Reporting and documentation for security findings.

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Phishing Simulation

Skills Needed

1.Familiarity with phishing simulation tools (e.g., GoPhish, Cofense).

2.Data analysis to interpret employee responses.

3.Knowledge of phishing tactics and techniques.

4.Communication skills for training and feedback.

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Incident Response Plan Development

Skills Needed

1.Incident management frameworks (e.g., NIST, ISO 27001).

2.Risk assessment and prioritization.

3.Data tracking and timeline creation for incidents.

4.Scenario modeling to anticipate potential threats.

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Penetration Testing

Skills Needed

1.Proficiency in penetration testing tools (e.g., Metasploit, Burp Suite).

2.Understanding of ethical hacking methodologies.

3.Knowledge of operating systems and application vulnerabilities.

4.Report generation and remediation planning.

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Malware Analysis

Skills Needed

1.Expertise in malware analysis tools (e.g., IDA Pro, Wireshark).

2.Knowledge of dynamic and static analysis techniques.

3.Proficiency in reverse engineering.

4.Threat intelligence and pattern recognition.

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Secure Web Application Development

Skills Needed

1.Secure coding practices (e.g., input validation, encryption).

2.Familiarity with security testing tools (e.g., OWASP ZAP, SonarQube).

3.Knowledge of application security frameworks (e.g., OWASP).

4.Understanding of regulatory compliance (e.g., GDPR, PCI DSS).

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Cybersecurity Awareness Training Program

Skills Needed

1.Behavioral analytics to measure training effectiveness.

2.Knowledge of common cyber threats (e.g., phishing, malware).

3.Communication skills for delivering engaging training sessions.

4.Use of training platforms (e.g., KnowBe4, Infosec IQ).

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Data Loss Prevention Strategy

Skills Needed

1.Familiarity with DLP tools (e.g., Symantec DLP, Forcepoint).

2.Data classification and encryption techniques.

3.Understanding of compliance standards (e.g., HIPAA, GDPR).

4.Risk assessment and policy development.

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