Shouvik Chatterjee - LinkedIn

Msc. Data Science (Specialization in AI & ML) student at FAU Erlangen with a solid background in Data Analysis, Programming (Python) and Mathematics with 2 years of experience in developing and delivering innovative solutions. With a strong interest and passion I am eager to leverage technical skills and contribute to the field of Deep Learning, Machine Learning, Data Analysis and AI.

📊 Data Science Learning Roadmap

Master Data Science by learning fundamental mathematics, programming, data processing, and machine learning techniques.

Abhishek Rathi - LinkedIn

Results-driven professional with over 8+ years of experience specializing in implementing innovative solutions across diverse domains. Adept at providing technical and business problem-solving support, with a proven track record of leveraging analytics to drive strategic business decisions.

Data Analytics Roadmap

Explore the world of data analysis with Python. This comprehensive module covers:

1. Introduction to Data Analysis with Python

   Introduce students to Python as a powerful tool for data analysis.

   • Overview of Data Analysis
   • Why Python for Data Analysis?
   • Python Ecosystem for Data Analysis (NumPy, Pandas, Matplotlib, Seaborn)
   • Use Cases and Business Requirements
   • Tools: Jupyter Notebook

   Hands-on Exercise: Set up Jupyter Notebook and write a Python script to load and display a sample CSV file.

2. Data Collection and Loading Techniques

   Learn how to collect, load, and inspect datasets for analysis in Python.

   • Reading Data from Files (CSV, Excel, JSON)
   • Fetching Data from APIs

   Hands-on Exercise: Load a weather dataset from a CSV file using Pandas.

3. Data Cleaning and Preprocessing with Pandas

   Master techniques for cleaning and preparing messy datasets.

   • Handling Missing Data
   • Removing Duplicates
   • Data Type Conversion
   • Data Transformation

   Hands-on Exercise: Clean a sales dataset by handling missing values and transforming date columns.

4. Exploratory Data Analysis (EDA) Using Python

   Discover patterns from datasets using EDA techniques.

   • Data Summarization
   • Visualizing Relationships
   • Extracting Insights

   Hands-on Exercise: Analyze a dataset to generate reports and visual insights.

5. Data Visualization with Python

   Learn how to create effective visualizations using Python's libraries.

   • Choosing the Right Plot
   • Customizing Plot Styles
   • Best Practices for Visualizations

   Hands-on Exercise: Create a sales trend analysis using a line and bar chart.

6. Advanced Data Visualization: Creating Interactive Dashboards

   Build interactive and dynamic visualizations.

   • Introduction to Plotly and Dash
   • Creating Interactive Charts
   • Embedding Dashboards in Web Applications

   Hands-on Exercise: Develop an interactive dashboard using Plotly.

7. Data Analysis, Handling, and Manipulation

   Dive into efficient operations with NumPy.

   • Array Creation and Manipulation
   • Vectorized Operations
   • Aggregations and Transformations
   • Grouping and Pivot Tables
   • Handling Time Series Data

   Hands-on Exercise: Perform matrix operations on a dataset and calculate monthly returns.

8. Capstone Project: End-to-End Data Analysis Using Python

   Apply all concepts in a comprehensive project.

   • Data Collection and Loading
   • Cleaning and Preprocessing
   • Exploratory Analysis and Statistical Evaluation
   • Visualization and Insight Presentation

   Hands-on Exercise: Build an analysis report and present insights through a dashboard.

Baisali Mukherjee - LinkedIn

Community and DevOps Consultant with 4 years of experience in windows and linux server troubleshooting and community platform management

Linux Roadmap

Master Linux fundamentals including command line basics, system administration, and shell scripting to manage and secure systems.

• What is Operating System?
• What is Linux?
• The Foundations
  • Introduction to Linux
    • Linux distributions (distros)
    • Installing a Linux distribution (Ubuntu/Debian)
  • Basic Linux Commands
    • Navigating the file system
    • Managing files and directories
    • Viewing file content
    • Basic text editing with nano or vim
  • Understanding the Linux File System
    • File system hierarchy
    • Understanding file and directory permissions
    • Using chown, chmod, and chgrp
    • Symbolic links vs. hard links
  • Basic System Operations
    • Managing users and groups
    • File and directory compression (tar, gzip, bzip2)
    • Process management (ps, top, kill)
    • Scheduling tasks with cron
• Intermediate Linux Skills
  • Shell Scripting Basics
    • Introduction to shell scripting & writing simple bash scripts
    • Variables, loops, and conditionals in scripts
  • Package Management
    • Installing and managing software with apt-get and yum
    • Using dpkg and rpm
    • Understanding package dependencies
  • Networking Basics
    • Understanding IP addresses and subnetting
    • Basic networking commands (ping, ifconfig, netstat)
    • Configuring network interfaces
  • Working with Text Files
    • Using grep, sed, and awk
    • Searching for text patterns
    • Text processing and manipulation
• Advanced Linux Skills
  • System Security
    • Securing your Linux system
    • Setting up a firewall with iptables or ufw
    • Using SSH for secure remote access
  • Performance Monitoring and Web Server Setup
    • System Security
      • Securing your Linux system
      • Setting up a firewall with iptables or ufw
      • Using SSH for secure remote access
    • Performance Monitoring and Web Server Setup
      • Monitoring system performance (top, htop, vmstat)
      • Setting up and configuring a web server (Apache or Nginx)
      • Basic web server management and troubleshooting

R Mahesh Kumar - LinkedIn

Salesforce Developer with 4 years of experience in designing, developing, and implementing customized Salesforce solutions. Proficient in Apex, Visualforce, Lightning Web Components (LWC), and Salesforce integrations using REST and SOAP APIs. Skilled in configuring workflows, process automation, and custom objects to optimize business processes. Adept at troubleshooting, debugging, and enhancing Salesforce applications to improve system performance and user experience. Strong understanding of Agile methodologies and a commitment to delivering scalable, high-quality solutions.

Salesforce Developer Roadmap

Explore the fundamentals of Salesforce development with topics ranging from basic concepts to advanced architecture and automation techniques.

1. What is Salesforce?
   • Concept
   • Product
   • Services
2. Salesforce Architecture
   • Multitenant
   • Metadata Platform
   • CRM Based
   • APIs
3. Environment

   Overview of development environments and best practices.

4. Service Cloud

   Understanding Salesforce's customer service platform.

5. Sales Cloud

   Exploring Salesforce’s sales and marketing solutions.

6. Object
   • Standard/Custom Objects
   • Fields
   • Records
   • Tables
   • Layouts
   • Validation Rules
   • Triggers
   • Record Pages
7. Relationships in Salesforce
   • Master-Detail Relationship
   • Lookup Relationship
8. Schema Builder

   Visualize and manage your object relationships effortlessly.

9. Access Control
   • Profiles
   • Users
   • Permission Sets
   • Custom Permissions
   • Org Wide Defaults
   • IP Restrictions
   • Record Sharing Mechanism
   • Field Access Mechanism
   • Sharing Rules
   • Roles Hierarchy
10. Automation of Business Process
    • Flows
    • Approval Process
11. Data Management
    • Import Data
    • Export Data
12. Lightning Components
    • Create
    • Build
    • Re-Use

Frontend Expert

Your guide to building captivating and responsive web interfaces with modern technologies.

Frontend Content

Explore modern frontend development with HTML, CSS, JavaScript, and popular frameworks to build interactive user interfaces.

• HTML & CSS
• JavaScript Fundamentals
• React / Vue / Angular Basics
• Responsive Design

UX/UI Roadmap

Your expert in crafting intuitive and visually appealing user experiences and interfaces.

UX/UI Content

Learn the principles of effective user experience and interface design, focusing on usability, aesthetics, and accessibility.

• User Research
• Wireframing & Prototyping
• Visual Design
• Interaction Design

Baisali Mukherjee - LinkedIn

Community and DevOps Consultant with 4 years of experience in windows and linux server troubleshooting and community platform management

SQL Roadmap

Master SQL fundamentals including database design, querying, indexing, and optimization to work efficiently with relational databases.

• Introduction to Databases
  • What is a Database?
  • Types of Databases (Relational vs NoSQL)
  • Introduction to SQL
• Basic SQL Concepts
  • Understanding Tables, Rows, and Columns
  • Data Types in SQL
  • Basic SQL Commands
    • SELECT, INSERT, UPDATE, DELETE
    • WHERE, ORDER BY, GROUP BY
    • LIMIT and OFFSET
• Intermediate SQL Concepts
  • Joins and Relationships
    • INNER JOIN, LEFT JOIN, RIGHT JOIN, FULL JOIN
    • Self Join and Cross Join
  • Aggregation and Grouping
    • COUNT, SUM, AVG, MIN, MAX
    • HAVING vs WHERE
  • Subqueries and Nested Queries
  • Indexes and Performance Optimization
• Advanced SQL Topics
  • Stored Procedures and Functions
  • Triggers and Events
  • Transactions and ACID Properties
  • Normalization and Database Design
  • Common Table Expressions (CTEs)

Baisali Mukherjee - LinkedIn

Community and DevOps Consultant with 4 years of experience in windows and linux server troubleshooting and community platform management

DevOps Roadmap

Master DevOps fundamentals, CI/CD, cloud computing, and automation to streamline development and deployment.

Cyber Security

Your resource for understanding and implementing robust cyber security measures.

Cyber Security Roadma

Discover the fundamentals of cyber security, including threat analysis, network security, and best practices to protect digital assets.

• Network Security
• Threat Analysis
• Penetration Testing
• Security Protocols