Data Science

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🧠 The Reality of Being a Data Scientist 📊
 It’s not all about building fancy models — here’s what the job really looks like:
🔍 1. Understanding the Problem
 Business questions are often unclear. Clarifying the “why” is your first job.
📥 2. Data Gathering
 Half the time is spent figuring out where the data lives — and if it's usable.
🧹 3. Data Cleaning
 Messy, inconsistent, and missing data? You’ll be cleaning more than modeling.
⚙️ 4. Feature Engineering
 Turning raw data into meaningful insights — this is where real impact happens.
🤖 5. Machine/Deep Learning
 Yes, it’s exciting. But it's often a small slice of the workflow.
🔄 6. Maintenance
 Models drift. Data changes. Be ready to revisit, retrain, and rethink.
🧠 The Reality of Being a Data Scientist 📊 It’s not all about building fancy models — here’s what
🧠 The Reality of Being a Data Scientist 📊 It’s not all about building fancy models — here’s what the job really looks like: 🔍 1. Understanding the Problem Business questions are often unclear. Clarifying the “why” is your first job. 📥 2. Data Gathering Half the time is spent figuring out where the data lives — and if it's usable. 🧹 3. Data Cleaning Messy, inconsistent, and missing data? You’ll be cleaning more than modeling. ⚙️ 4. Feature Engineering Turning raw data into meaningful insights — this is where real impact happens. 🤖 5. Machine/Deep Learning Yes, it’s exciting. But it's often a small slice of the workflow. 🔄 6. Maintenance Models drift. Data changes. Be ready to revisit, retrain, and rethink.
the roadmap for data analist is shown in this graphic style, with colorful markers
To become a successful data analyst, a strong foundation in Mathematics and Statistics is essential
To become a successful data analyst, a strong foundation in Mathematics and Statistics is essential for understanding data patterns, trends, and making informed decisions. Proficiency in Excel comes next, as it is widely used for data manipulation, quick analysis, and reporting. Learning SQL is crucial for accessing and managing data stored in relational databases efficiently. Python is a powerful tool for data analysis and automation, offering libraries like Pandas, NumPy, and Scikit-learn for more advanced tasks. Data Visualization skills are vital for presenting insights clearly, using tools such as Matplotlib, Seaborn, or Plotly. Additionally, mastering Business Intelligence (BI) tools like Power BI or Tableau helps in creating interactive dashboards and real-time reports. With consist
a diagram with the words data anals process on it
The social media data analysis process begins with data collection from platforms like Facebook and
The social media data analysis process begins with data collection from platforms like Facebook and Instagram. Then, data cleansing ensures accuracy by removing errors and duplicates. Statistical analysis follows, revealing trends and audience behavior. This leads to statistical information, such as engagement rates and reach. Insights are summarized in data reports, supporting smarter decision making for content and strategy improvements. 📞 +91 9597331928 💻 www.etedigital.com ✉️ etedigital1@gmail.com #etedigital #training #ete #endtoend #datascience #powerbi #python #placement #trainingandplacement
an image of job roles in power bi text on the side of a white background
Power BI professionals work in various roles to support data-driven decisions. A Data Analyst create
Power BI professionals work in various roles to support data-driven decisions. A Data Analyst creates reports and insights, while a Project Manager oversees BI projects. Software Engineers handle integration and system support, and Consultants customize solutions for clients. Developers build dashboards and data models to visualize key metrics effectively. 📞 +91 9597331928 💻 www.etedigital.com ✉️ etedigital1@gmail.com #etedigital #training #ete #endtoend #datascience #powerbi #python #placement #trainingandplacement
a man in red shirt standing next to a white and brown circle with the words congratulations
Congratulations “𝐌r. B Kiran Kumara” to your trainee and the ETE DIGITAL team in Bangalore. It must
Congratulations “𝐌r. B Kiran Kumara” to your trainee and the ETE DIGITAL team in Bangalore. It must be really exciting to see hard work pay off with a successful placement. 📞 +91 9597331928 💻 www.etedigital.com ✉️ etedigital1@gmail.com #etedigital #training #ete #endtoend #datascience #powerbi #python #placement #trainingandplacement
the power bi dashboard benefits are shown in this diagram
Power BI dashboards offer powerful benefits, including real-time tracking of KPIs, easy mobile acces
Power BI dashboards offer powerful benefits, including real-time tracking of KPIs, easy mobile access, and custom visualizations for clearer insights. Features like Natural Language Processing (NLP) make data interaction simple, while predictive analytics help forecast trends. Seamless integrations with other tools ensure a smooth data workflow. 📞 +91 9597331928 💻 www.etedigital.com ✉️ etedigital1@gmail.com #etedigital #training #ete #endtoend #datascience #powerbi #python #digital #digitalmarketing #placement #artificialintelligence
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Digital marketing includes several key elements that help businesses grow online. SEO improves websi
Digital marketing includes several key elements that help businesses grow online. SEO improves website visibility in search engines, while PPC drives paid traffic through ads. Email marketing connects directly with customers through targeted messages. Marketing analytics tracks and measures campaign performance. Affiliate marketing promotes products through partners earning a commission. Mobile marketing reaches users on smartphones and tablets. Content marketing creates valuable content to attract and engage audiences, and social media marketing uses platforms like Facebook and Instagram to build brand awareness and connect with users. 📞 +91 9597331928 💻 www.etedigital.com ✉️ etedigital1@gmail.com #etedigital #training #ete #endtoend #datascience #powerbi #python #digital #digitalmark
a man with black hair and white shirt is shown in the middle of a circular photo
Congratulations “𝐌r. Srinivas” to your trainee and the ETE DIGITAL team in Bangalore. It must be re
Congratulations “𝐌r. Srinivas” to your trainee and the ETE DIGITAL team in Bangalore. It must be really exciting to see hard work pay off with a successful placement. 📞 +91 9597331928 💻 www.etedigital.com ✉️ etedigital1@gmail.com #etedigital #training #ete #endtoend #datascience #powerbi #python #placement #trainingandplacement
the flyer for an event with information on how to use it and what to do
Start Your Career with Data Science in ETE DIGITAL 📞 +91 9597331928 💻 www.etedigital.com ✉️ etedi
Start Your Career with Data Science in ETE DIGITAL 📞 +91 9597331928 💻 www.etedigital.com ✉️ etedigital1@gmail.com #etedigital #training #ete #endtoend #datascience #powerbi #python
the data science life cycle diagram
The data lifecycle in an institution starts with collecting and storing data from sources like regis
The data lifecycle in an institution starts with collecting and storing data from sources like registers or surveys. It is then cleaned to fix errors and integrated with other datasets for a broader view. After that, analysis techniques are applied to uncover insights, which are presented through visualizations. These insights support informed decisions and guide effective policies. 📞 +91 9597331928 💻 www.etedigital.com ✉️ etedigital1@gmail.com #etedigital #training #ete #endtoend #datascience #powerbi #python
an info graphic with the words types of datase in different languages and numbers on it
There are several types of databases, including relational (RDBMS), NoSQL, time series, graph, colum
There are several types of databases, including relational (RDBMS), NoSQL, time series, graph, columnar, and in-memory databases. NewSQL databases combine the strengths of both relational and NoSQL systems. Each type is designed to address specific data storage and access requirements. 📞 +91 9597331928 💻 www.etedigital.com ✉️ etedigital1@gmail.com #etedigital #training #ete #endtoend #datascience #powerbi #python
A data visualization specialist uses tools like Tableau and Power BI to turn complex data into interactive visuals that support better business decisions.

📞 +91 9597331928
💻 www.etedigital.com
✉️ etedigital1@gmail.com

#etedigital #training #ete #endtoend #datascience #powerbi #python
A data visualization specialist uses tools like Tableau and Power BI to turn complex data into inter
A data visualization specialist uses tools like Tableau and Power BI to turn complex data into interactive visuals that support better business decisions. 📞 +91 9597331928 💻 www.etedigital.com ✉️ etedigital1@gmail.com #etedigital #training #ete #endtoend #datascience #powerbi #python
an advertisement for the digital workshop with information on how to use it and what to do
🚀 Workshop: Data Science with Python & Power BI 🔹 Duration: 3 Hours (Live & Hands-On) 🔹 Focus: R
🚀 Workshop: Data Science with Python & Power BI 🔹 Duration: 3 Hours (Live & Hands-On) 🔹 Focus: Real-Time Projects & Practical Learning 🔹 Tools: Python + Power BI 🔹 Integration: Use Python scripts inside Power BI 🔹 Certification: Get a Certificate of Participation 🔹 Fees: Only ₹99/- 🔹 Who Can Join: Beginners, students, professionals – anyone interested in Data Science! 📌 Register Now – Limited Seats! https://docs.google.com/forms/d/1fbUNX_JQQotjmyTd2Bun3Jis4FwWj-Rl3o4ldFbuD9w/edit
Benefits of AI in Stock Trading & various types of AI trading 
 
📞 +91 9597331928
💻 www.etedigital.com
✉️ etedigital1@gmail.com

#etedigital #training #ete #endtoend #datascience #powerbi #python
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Benefits of AI in Stock Trading & various types of AI trading  📞 +91 9597331928 💻 www.etedigital
Benefits of AI in Stock Trading & various types of AI trading 📞 +91 9597331928 💻 www.etedigital.com ✉️ etedigital1@gmail.com #etedigital #training #ete #endtoend #datascience #powerbi #python
an image of a man in black shirt with the caption congratulations for mr shyesh
Congratulations “𝐌r. Shylesh” to your trainee and the ETE DIGITAL team in Bangalore. It must be rea
Congratulations “𝐌r. Shylesh” to your trainee and the ETE DIGITAL team in Bangalore. It must be really exciting to see hard work pay off with a successful placement. 📞 +91 9597331928 💻 www.etedigital.com ✉️ etedigital1@gmail.com #etedigital #training #ete #endtoend #datascience #powerbi #python #placement