How to use Python for data analysis

As a Data Scientist or Analyst, mathematics and statistics are foundational to our field. For future practitioners, especially those transitioning or resuming studies, mastering key concepts is essential. Here are the crucial areas to focus on: Mathematics 1. Linear Algebra 2. Calculus** 3. Probability Statistics 1. Descriptive Statistics 2. Inferential Statistics 3. Statistical Modeling Other Important Skills 1. Programming (Python, R, SQL) 2. Data Visualization (Matplotlib, Seaborn, Tableau) 3. Machine Learning (Supervised, Unsupervised, Model Evaluation) Recommended Resources 1. Online Courses(Coursera, edX, Khan Academy) 2. Books ("Introduction to Statistical Learning", "Deep Learning", "Pattern Recognition and Machine Learning") 3. **Communities and Practice** (Kaggle, GitHub, Meetup) Combining these theoretical skills with regular practice and real-world projects is crucial for success in this ever-evolving field. Continuous learning and persistence are key.

This roadmap is excellent for anyone aspiring to become a data analyst.

𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘀𝘁 𝗥𝗼𝗮𝗱𝗺𝗮𝗽 𝟮𝟬𝟮𝟰 🔥 𝗙𝗼𝘂𝗻𝗱𝗮𝘁𝗶𝗼𝗻 𝗦𝗸𝗶𝗹𝗹𝘀: >҉ 𝗘𝘅𝗰𝗲𝗹: ↳ Master formulas, pivot tables, and data visualization. https://lnkd.in/dhMid3bf >҉ 𝗦𝗤𝗟: ↳ Learn how to query databases using SQL. https://lnkd.in/dqq2cW6x >҉ 𝗣𝘆𝘁𝗵𝗼𝗻: ↳ Learn data manipulation and analysis with Pandas. https://lnkd.in/dxQntTfw —————— 𝗠𝗮𝘁𝗵𝘀 𝗮𝗻𝗱 𝗦𝘁𝗮𝘁𝗶𝘀𝘁𝗶𝗰𝘀: >҉ 𝗕𝗮𝘀𝗶𝗰 𝗦𝘁𝗮𝘁𝗶𝘀𝘁𝗶𝗰𝘀: ↳ Understand key statistical concepts and methods. https://lnkd.in/dZzSFkbN —————— 𝗗𝗮𝘁𝗮 𝗩𝗶𝘀𝘂𝗮𝗹𝗶𝘇𝗮𝘁𝗶𝗼𝗻: >҉ 𝗧𝗮𝗯𝗹𝗲𝗮𝘂: ↳ Create interactive and shareable dashboards. https://lnkd.in/daqTdfmC >҉ 𝗣𝗼𝘄𝗲𝗿 𝗕𝗜: ↳ Data modeling and visualization. https://lnkd.in/dvHnvUtQ —————— 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: >҉ 𝗕𝗮𝘀𝗶𝗰 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: ↳ Introduction to machine learning concepts. https://lnkd.in/d5fmfFUa —————— 𝗦𝗼𝗳𝘁 𝗦𝗸𝗶𝗹𝗹𝘀: >҉ 𝗖𝗼𝗺𝗺𝘂𝗻𝗶𝗰𝗮𝘁𝗶𝗼𝗻: ↳ Learn to communicate your findings effectively. https://lnkd.in/dBm57STa >҉ 𝗣𝗿𝗼𝗯𝗹𝗲𝗺-𝗦𝗼𝗹𝘃𝗶𝗻𝗴: ↳ Enhance your analytical thinking. https://lnkd.in/dVuReh6S —————— 𝗧𝗼𝗼𝗹𝘀 𝗮𝗻𝗱 𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝗶𝗲𝘀: >҉ 𝗝𝘂𝗽𝘆𝘁𝗲𝗿 𝗡𝗼𝘁𝗲𝗯𝗼𝗼𝗸𝘀: ↳ Interactive coding and data visualization. https://lnkd.in/dkseNsGs >҉ 𝗚𝗶𝘁 𝗮𝗻𝗱 𝗚𝗶𝘁𝗛𝘂𝗯: ↳ Version control and collaboration. https://lnkd.in/d3EaVYfS —————— 𝗖𝗹𝗼𝘂𝗱 𝗣𝗹𝗮𝘁𝗳𝗼𝗿𝗺𝘀: >҉ 𝗚𝗼𝗼𝗴𝗹𝗲 𝗖𝗹𝗼𝘂𝗱: ↳ BigQuery for data warehousing and analysis. https://lnkd.in/dEj2cfAR >҉ 𝗔𝗪𝗦 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀: ↳ Learn AWS analytics services like Redshift and QuickSight. https://lnkd.in/dcGefvbr —————— 𝗣𝗿𝗮𝗰𝘁𝗶𝗰𝗲 𝗮𝗻𝗱 𝗣𝗿𝗼𝗷𝗲𝗰𝘁𝘀: >҉ 𝗖𝗼𝗱𝗶𝗻𝗴 𝗖𝗵𝗮𝗹𝗹𝗲𝗻𝗴𝗲𝘀: ↳ Hands-on practice with real-world data. https://www.coursya.com >҉ 𝗣𝗿𝗼𝗷𝗲𝗰𝘁𝘀: ↳ Build and showcase end-to-end data analysis projects. https://lnkd.in/d_JApFCt 1️⃣ Join Telegram for more Free Coding & AI Courses with Proper Notes: https://lnkd.in/gYXA5k83 2️⃣ Follow Mohamed Rilwan for more such content. Like | Share | Comment Image source: Data Science Dojo

𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘀𝘁 𝗥𝗼𝗮𝗱𝗺𝗮𝗽 𝟮𝟬𝟮𝟰 𝗙𝗼𝘂𝗻𝗱𝗮𝘁𝗶𝗼𝗻 𝗦𝗸𝗶𝗹𝗹𝘀: >҉ 𝗘𝘅𝗰𝗲𝗹: ↳ Master formulas, pivot tables, and data visualization. https://lnkd.in/gNpdpZuT >҉ 𝗦𝗤𝗟: ↳ Learn how to query databases using SQL. https://lnkd.in/dpPn_Y89 >҉ 𝗣𝘆𝘁𝗵𝗼𝗻: ↳ Learn data manipulation and analysis with Pandas. https://lnkd.in/gd4Y2HHu —————— 𝗠𝗮𝘁𝗵𝘀 𝗮𝗻𝗱 𝗦𝘁𝗮𝘁𝗶𝘀𝘁𝗶𝗰𝘀: >҉ 𝗕𝗮𝘀𝗶𝗰 𝗦𝘁𝗮𝘁𝗶𝘀𝘁𝗶𝗰𝘀: ↳ Understand key statistical concepts and methods. https://lnkd.in/gAejSZgH —————— 𝗗𝗮𝘁𝗮 𝗩𝗶𝘀𝘂𝗮𝗹𝗶𝘇𝗮𝘁𝗶𝗼𝗻: >҉ 𝗧𝗮𝗯𝗹𝗲𝗮𝘂: ↳ Create interactive and shareable dashboards. https://lnkd.in/gxkN8JEg >҉ 𝗣𝗼𝘄𝗲𝗿 𝗕𝗜: ↳ Data modeling and visualization. https://lnkd.in/geksDnsa —————— 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: >҉ 𝗕𝗮𝘀𝗶𝗰 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: ↳ Introduction to machine learning concepts. https://lnkd.in/giuNqx-2 —————— 𝗦𝗼𝗳𝘁 𝗦𝗸𝗶𝗹𝗹𝘀: >҉ 𝗖𝗼𝗺𝗺𝘂𝗻𝗶𝗰𝗮𝘁𝗶𝗼𝗻: ↳ Learn to communicate your findings effectively. https://lnkd.in/gJ_eHChZ >҉ 𝗣𝗿𝗼𝗯𝗹𝗲𝗺-𝗦𝗼𝗹𝘃𝗶𝗻𝗴: ↳ Enhance your analytical thinking. https://lnkd.in/gFDvxpvv —————— 𝗧𝗼𝗼𝗹𝘀 𝗮𝗻𝗱 𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝗶𝗲𝘀: >҉ 𝗝𝘂𝗽𝘆𝘁𝗲𝗿 𝗡𝗼𝘁𝗲𝗯𝗼𝗼𝗸𝘀: ↳ Interactive coding and data visualization. https://lnkd.in/gp6zp-kR >҉ 𝗚𝗶𝘁 𝗮𝗻𝗱 𝗚𝗶𝘁𝗛𝘂𝗯: ↳ Version control and collaboration. https://lnkd.in/givUCchg —————— 𝗖𝗹𝗼𝘂𝗱 𝗣𝗹𝗮𝘁𝗳𝗼𝗿𝗺𝘀: >҉ 𝗚𝗼𝗼𝗴𝗹𝗲 𝗖𝗹𝗼𝘂𝗱: ↳ BigQuery for data warehousing and analysis. https://lnkd.in/gVhTBhSF >҉ 𝗔𝗪𝗦 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀: ↳ Learn AWS analytics services like Redshift and QuickSight. https://lnkd.in/gg5F5Haf —————— 𝗣𝗿𝗮𝗰𝘁𝗶𝗰𝗲 𝗮𝗻𝗱 𝗣𝗿𝗼𝗷𝗲𝗰𝘁𝘀: >҉ 𝗖𝗼𝗱𝗶𝗻𝗴 𝗖𝗵𝗮𝗹𝗹𝗲𝗻𝗴𝗲𝘀: ↳ Hands-on practice with real-world data. https://www.coursya.com >҉ 𝗣𝗿𝗼𝗷𝗲𝗰𝘁𝘀: ↳ Build and showcase end-to-end data analysis projects. https://lnkd.in/gpi-g9pm Image source: Data Science Dojo (All rights reserved) Happy Learning 🌟 Connect 🤝 Shikha Gupta Follow 👉 #shikhagupta Notification: Press 🔔 icon Follow Shikha Gupta for more such content: #dataanalyst #excel #sql #python #statistics #tableau #powerbi #machinelearning #communicationskills #problemsolving #jupyter #git #github #googlecloud #aws #awsdataanalytics #coding #learning #courses #tech #courses2024 #certification #linkedin #training #freecourses #onlinelearning #connections #network #letsconnect #repost #reshare

𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘀𝘁 𝗥𝗼𝗮𝗱𝗺𝗮𝗽 𝟮𝟬𝟮𝟰 𝗙𝗼𝘂𝗻𝗱𝗮𝘁𝗶𝗼𝗻 𝗦𝗸𝗶𝗹𝗹𝘀: >҉ 𝗘𝘅𝗰𝗲𝗹: ↳ Master formulas, pivot tables, and data visualization. https://lnkd.in/eBMabFGu >҉ 𝗦𝗤𝗟: ↳ Learn how to query databases using SQL. https://lnkd.in/eB2pm_fw >҉ 𝗣𝘆𝘁𝗵𝗼𝗻: ↳ Learn data manipulation and analysis with Pandas. https://lnkd.in/ed9UcjCi —————— 𝗠𝗮𝘁𝗵𝘀 𝗮𝗻𝗱 𝗦𝘁𝗮𝘁𝗶𝘀𝘁𝗶𝗰𝘀: >҉ 𝗕𝗮𝘀𝗶𝗰 𝗦𝘁𝗮𝘁𝗶𝘀𝘁𝗶𝗰𝘀: ↳ Understand key statistical concepts and methods. https://lnkd.in/ePSSK-ug —————— 𝗗𝗮𝘁𝗮 𝗩𝗶𝘀𝘂𝗮𝗹𝗶𝘇𝗮𝘁𝗶𝗼𝗻: >҉ 𝗧𝗮𝗯𝗹𝗲𝗮𝘂: ↳ Create interactive and shareable dashboards. https://lnkd.in/ePrq_k7C >҉ 𝗣𝗼𝘄𝗲𝗿 𝗕𝗜: ↳ Data modeling and visualization. https://lnkd.in/eR3Avp4y —————— 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: >҉ 𝗕𝗮𝘀𝗶𝗰 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: ↳ Introduction to machine learning concepts. https://lnkd.in/eDgvCqTb —————— 𝗦𝗼𝗳𝘁 𝗦𝗸𝗶𝗹𝗹𝘀: >҉ 𝗖𝗼𝗺𝗺𝘂𝗻𝗶𝗰𝗮𝘁𝗶𝗼𝗻: ↳ Learn to communicate your findings effectively. https://lnkd.in/eRcMYdV9 >҉ 𝗣𝗿𝗼𝗯𝗹𝗲𝗺-𝗦𝗼𝗹𝘃𝗶𝗻𝗴: ↳ Enhance your analytical thinking. https://lnkd.in/e7UFnWMt —————— 𝗧𝗼𝗼𝗹𝘀 𝗮𝗻𝗱 𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝗶𝗲𝘀: >҉ 𝗝𝘂𝗽𝘆𝘁𝗲𝗿 𝗡𝗼𝘁𝗲𝗯𝗼𝗼𝗸𝘀: ↳ Interactive coding and data visualization. https://lnkd.in/e57xG5xZ >҉ 𝗚𝗶𝘁 𝗮𝗻𝗱 𝗚𝗶𝘁𝗛𝘂𝗯: ↳ Version control and collaboration. https://lnkd.in/eudvZFri —————— 𝗖𝗹𝗼𝘂𝗱 𝗣𝗹𝗮𝘁𝗳𝗼𝗿𝗺𝘀: >҉ 𝗚𝗼𝗼𝗴𝗹𝗲 𝗖𝗹𝗼𝘂𝗱: ↳ BigQuery for data warehousing and analysis. https://lnkd.in/ezcqqYic >҉ 𝗔𝗪𝗦 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀: ↳ Learn AWS analytics services like Redshift and QuickSight. https://lnkd.in/eSVt4Gz7 —————— 𝗣𝗿𝗮𝗰𝘁𝗶𝗰𝗲 𝗮𝗻𝗱 𝗣𝗿𝗼𝗷𝗲𝗰𝘁𝘀: >҉ 𝗖𝗼𝗱𝗶𝗻𝗴 𝗖𝗵𝗮𝗹𝗹𝗲𝗻𝗴𝗲𝘀: ↳ Hands-on practice with real-world data. https://www.coursya.com >҉ 𝗣𝗿𝗼𝗷𝗲𝗰𝘁𝘀: ↳ Build and showcase end-to-end data analysis projects. https://lnkd.in/ecRt2QZ7 Image source: @Data Science Dojo

𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘀𝘁 𝗥𝗼𝗮𝗱𝗺𝗮𝗽 𝟮𝟬𝟮𝟰 𝗙𝗼𝘂𝗻𝗱𝗮𝘁𝗶𝗼𝗻 𝗦𝗸𝗶𝗹𝗹𝘀: >҉ 𝗘𝘅𝗰𝗲𝗹: ↳ Master formulas, pivot tables, and data visualization. https://lnkd.in/eBMabFGu >҉ 𝗦𝗤𝗟: ↳ Learn how to query databases using SQL. https://lnkd.in/eB2pm_fw >҉ 𝗣𝘆𝘁𝗵𝗼𝗻: ↳ Learn data manipulation and analysis with Pandas. https://lnkd.in/ed9UcjCi —————— 𝗠𝗮𝘁𝗵𝘀 𝗮𝗻𝗱 𝗦𝘁𝗮𝘁𝗶𝘀𝘁𝗶𝗰𝘀: >҉ 𝗕𝗮𝘀𝗶𝗰 𝗦𝘁𝗮𝘁𝗶𝘀𝘁𝗶𝗰𝘀: ↳ Understand key statistical concepts and methods. https://lnkd.in/ePSSK-ug —————— 𝗗𝗮𝘁𝗮 𝗩𝗶𝘀𝘂𝗮𝗹𝗶𝘇𝗮𝘁𝗶𝗼𝗻: >҉ 𝗧𝗮𝗯𝗹𝗲𝗮𝘂: ↳ Create interactive and shareable dashboards. https://lnkd.in/ePrq_k7C >҉ 𝗣𝗼𝘄𝗲𝗿 𝗕𝗜: ↳ Data modeling and visualization. https://lnkd.in/eR3Avp4y —————— 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: >҉ 𝗕𝗮𝘀𝗶𝗰 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: ↳ Introduction to machine learning concepts. https://lnkd.in/eDgvCqTb —————— 𝗦𝗼𝗳𝘁 𝗦𝗸𝗶𝗹𝗹𝘀: >҉ 𝗖𝗼𝗺𝗺𝘂𝗻𝗶𝗰𝗮𝘁𝗶𝗼𝗻: ↳ Learn to communicate your findings effectively. https://lnkd.in/eRcMYdV9 >҉ 𝗣𝗿𝗼𝗯𝗹𝗲𝗺-𝗦𝗼𝗹𝘃𝗶𝗻𝗴: ↳ Enhance your analytical thinking. https://lnkd.in/e7UFnWMt —————— 𝗧𝗼𝗼𝗹𝘀 𝗮𝗻𝗱 𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝗶𝗲𝘀: >҉ 𝗝𝘂𝗽𝘆𝘁𝗲𝗿 𝗡𝗼𝘁𝗲𝗯𝗼𝗼𝗸𝘀: ↳ Interactive coding and data visualization. https://lnkd.in/e57xG5xZ >҉ 𝗚𝗶𝘁 𝗮𝗻𝗱 𝗚𝗶𝘁𝗛𝘂𝗯: ↳ Version control and collaboration. https://lnkd.in/eudvZFri —————— 𝗖𝗹𝗼𝘂𝗱 𝗣𝗹𝗮𝘁𝗳𝗼𝗿𝗺𝘀: >҉ 𝗚𝗼𝗼𝗴𝗹𝗲 𝗖𝗹𝗼𝘂𝗱: ↳ BigQuery for data warehousing and analysis. https://lnkd.in/ezcqqYic >҉ 𝗔𝗪𝗦 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀: ↳ Learn AWS analytics services like Redshift and QuickSight. https://lnkd.in/eSVt4Gz7 —————— 𝗣𝗿𝗮𝗰𝘁𝗶𝗰𝗲 𝗮𝗻𝗱 𝗣𝗿𝗼𝗷𝗲𝗰𝘁𝘀: >҉ 𝗖𝗼𝗱𝗶𝗻𝗴 𝗖𝗵𝗮𝗹𝗹𝗲𝗻𝗴𝗲𝘀: ↳ Hands-on practice with real-world data. https://www.coursya.com >҉ 𝗣𝗿𝗼𝗷𝗲𝗰𝘁𝘀: ↳ Build and showcase end-to-end data analysis projects. https://lnkd.in/ecRt2QZ7 Image source: @Data Science Dojo

Careers in data have many overlaps. This is a sweet diagram that illustrates the roles very well. The links under "Foundation skills" are also useful.

𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘀𝘁 𝗥𝗼𝗮𝗱𝗺𝗮𝗽 𝟮𝟬𝟮𝟰 𝗙𝗼𝘂𝗻𝗱𝗮𝘁𝗶𝗼𝗻 𝗦𝗸𝗶𝗹𝗹𝘀: >҉ 𝗘𝘅𝗰𝗲𝗹: ↳ Master formulas, pivot tables, and data visualization. https://lnkd.in/eBMabFGu >҉ 𝗦𝗤𝗟: ↳ Learn how to query databases using SQL. https://lnkd.in/eB2pm_fw >҉ 𝗣𝘆𝘁𝗵𝗼𝗻: ↳ Learn data manipulation and analysis with Pandas. https://lnkd.in/ed9UcjCi —————— 𝗠𝗮𝘁𝗵𝘀 𝗮𝗻𝗱 𝗦𝘁𝗮𝘁𝗶𝘀𝘁𝗶𝗰𝘀: >҉ 𝗕𝗮𝘀𝗶𝗰 𝗦𝘁𝗮𝘁𝗶𝘀𝘁𝗶𝗰𝘀: ↳ Understand key statistical concepts and methods. https://lnkd.in/ePSSK-ug —————— 𝗗𝗮𝘁𝗮 𝗩𝗶𝘀𝘂𝗮𝗹𝗶𝘇𝗮𝘁𝗶𝗼𝗻: >҉ 𝗧𝗮𝗯𝗹𝗲𝗮𝘂: ↳ Create interactive and shareable dashboards. https://lnkd.in/ePrq_k7C >҉ 𝗣𝗼𝘄𝗲𝗿 𝗕𝗜: ↳ Data modeling and visualization. https://lnkd.in/eR3Avp4y —————— 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: >҉ 𝗕𝗮𝘀𝗶𝗰 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: ↳ Introduction to machine learning concepts. https://lnkd.in/eDgvCqTb —————— 𝗦𝗼𝗳𝘁 𝗦𝗸𝗶𝗹𝗹𝘀: >҉ 𝗖𝗼𝗺𝗺𝘂𝗻𝗶𝗰𝗮𝘁𝗶𝗼𝗻: ↳ Learn to communicate your findings effectively. https://lnkd.in/eRcMYdV9 >҉ 𝗣𝗿𝗼𝗯𝗹𝗲𝗺-𝗦𝗼𝗹𝘃𝗶𝗻𝗴: ↳ Enhance your analytical thinking. https://lnkd.in/e7UFnWMt —————— 𝗧𝗼𝗼𝗹𝘀 𝗮𝗻𝗱 𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝗶𝗲𝘀: >҉ 𝗝𝘂𝗽𝘆𝘁𝗲𝗿 𝗡𝗼𝘁𝗲𝗯𝗼𝗼𝗸𝘀: ↳ Interactive coding and data visualization. https://lnkd.in/e57xG5xZ >҉ 𝗚𝗶𝘁 𝗮𝗻𝗱 𝗚𝗶𝘁𝗛𝘂𝗯: ↳ Version control and collaboration. https://lnkd.in/eudvZFri —————— 𝗖𝗹𝗼𝘂𝗱 𝗣𝗹𝗮𝘁𝗳𝗼𝗿𝗺𝘀: >҉ 𝗚𝗼𝗼𝗴𝗹𝗲 𝗖𝗹𝗼𝘂𝗱: ↳ BigQuery for data warehousing and analysis. https://lnkd.in/ezcqqYic >҉ 𝗔𝗪𝗦 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀: ↳ Learn AWS analytics services like Redshift and QuickSight. https://lnkd.in/eSVt4Gz7 —————— 𝗣𝗿𝗮𝗰𝘁𝗶𝗰𝗲 𝗮𝗻𝗱 𝗣𝗿𝗼𝗷𝗲𝗰𝘁𝘀: >҉ 𝗖𝗼𝗱𝗶𝗻𝗴 𝗖𝗵𝗮𝗹𝗹𝗲𝗻𝗴𝗲𝘀: ↳ Hands-on practice with real-world data. https://www.coursya.com >҉ 𝗣𝗿𝗼𝗷𝗲𝗰𝘁𝘀: ↳ Build and showcase end-to-end data analysis projects. https://lnkd.in/ecRt2QZ7 Image source: Data Science Dojo #dataanalyst #datascience #dataanalytics #dataanalysis #datavisualization #datascientist #data #machinelearning #statistics #python #bigdata #artificialintelligence #businessanalyst #behavioranalysis #analytics #coding #database #programming #nasdaq #pythonprogramming #ai #financialanalyst #business #dataengineer #deeplearning #datamining #sql #financialanalysis #bigdataanalytics #etf