My Data Science Journey
A Roadmap to becoming a Data Professional.
Journey Mission
Become a Data Professional by gaining all the key skillsets, completing several learning tracks, gaining certifications & building portfolio projects.
Started : 2023 Q4
Expected Timeline : 1 Year
Expected Completion : 2024 Q4
Pre-Inilialization Works
In this stage, I will
Identify my strengths and weaknesses in data analysis.
Initially, my key skills and expertise are in Community Management, Google Cloud Platform, IT Support, Digital Marketing, Social Media Marketing, Wordpress, Wix & Canva. These are the ones that I feel that I have done well in past years. I would like to transition myself into a Data Career. I am preparing to become a Data Analyst but I am open to learning related domains such as Data Engineer / Machine Learning Engineer.
Define my motivations and career goals.
I want to be able to make data driven decisions and create visualizations, Dashboards, make predictions using data etc. I want to make use of large public datasets and get into the depth of them to fight interesting patterns and derive conclusions that can make a positive impact. Some of my motivations are mixed with roles of Machine Learning Engineer, Data Engineer & Business Intelligence Analyst but since I am on an entry level, I will learn key Data Analyst Skills while also learning alongside some of the mixed role skills.
Research the data role and its requirements.
Strong proficiency in data analysis tools such as Excel, Python, or R. Data manipulation and cleaning skills. Statistical analysis and data visualization expertise. Knowledge of database management and SQL. Strong problem-solving and critical-thinking abilities. Effective communication and teamwork. Company Domain-specific knowledge. Bachelor's degree in a related field (e.g., mathematics, statistics, computer science). This varies from role to role.
Seek advice from a mentor or join online forums to discuss and gather insights from experienced data analysts.
Always reaching out to new connections, industry experts, taking in new knowledge.
Setting Goals
Goal : I will obtain a data science position in the IT industry within one year.
In preparation for this I will complete Specific Courses, Learning paths & Get certified.
🟡Complete a minimum of 3 Data Science / BI/ Analyst Professional Certificates on Coursera
🟡Finish my 1st Year of the IIT Madras 4 year online bachelors degree
❌Complete a minimum of 2 Professional Certificates from Harvard on EdX Platform
❌Complete 1 Data Analyst Bootcamp from Datacamp
❌Finish a minimum of 100 LeetCode problems in Python, SQL, R Etc
❌Develop and host a minimum of 5 Data Analysis Projects on Streamlit, Github pages, Kaggle, Google Colab, Netlify or other platforms
🟡Get a minimum of 3 Globally Recognized Certification Credentials from providers like Google, Microsoft, Amazon, Oracle, Tableau, Intel, Red Hat, etc.
Learning Essential Data & Workplace Skills
Some of the courses that I am doing now in Data Domain are listed here. Some of the courses in the bundle were started even before I started the Data Analyst Roadmap:-
Google Data Analytics Professional Certificate - 8 Courses
✅✅✅🟡❌❌❌❌Microsoft Power BI Analyst Professional Certificate - 8 Courses
✅🟡❌❌❌❌❌❌University of Michigan: Python4Everybody Specialization - 5 Courses
✅✅✅✅✅Data Engineering, Big Data, and Machine Learning on GCP Specialization - 5 Courses
✅✅✅✅✅LinkedIn Learning : Becoming a Data Analyst Learning Path - 13 Courses
✅✅🟡❌❌❌❌❌❌❌❌❌
✅Completed 🟡Attending Now ❌Upcoming
Study & Pass Industry Recognized Exam Certifications.
❌Microsoft Certified: Azure Data Fundamentals
❌Microsoft Certified: Power BI Data Analyst Associate
❌Microsoft Certified: Azure Enterprise Data Analyst Associate
✅Intel® Certified Developer - MLOps Professional
✅ Google Associate Cloud Engineer
❌Tableau Certified Data Analyst
❌Oracle Database SQL Certified Associate
❌CompTIA Data Analytics Plus certification
❌TCS iON National Proficiency Test Data Analyst
Build a Data Analyst Project Portfolio
Pending
No Projects To Show. Will soon start publishing some
Apply & Interview for Data Analyst Jobs
Pending
Applied to some, Rejected from some, Ignored in some.
But will not be including a formal list here because it does not matter.
Future Improvements (after 1 year plan)
These are not in my this years list but would love to have going forth in upcoming years.