body{-webkit-animation:-amp-start 8s steps(1,end) 0s 1 normal both;-moz-animation:-amp-start 8s steps(1,end) 0s 1 normal both;-ms-animation:-amp-start 8s steps(1,end) 0s 1 normal both;animation:-amp-start 8s steps(1,end) 0s 1 normal both}@-webkit-keyframes -amp-start{from{visibility:hidden}to{visibility:visible}}@-moz-keyframes -amp-start{from{visibility:hidden}to{visibility:visible}}@-ms-keyframes -amp-start{from{visibility:hidden}to{visibility:visible}}@-o-keyframes -amp-start{from{visibility:hidden}to{visibility:visible}}@keyframes -amp-start{from{visibility:hidden}to{visibility:visible}}body{-webkit-animation:none;-moz-animation:none;-ms-animation:none;animation:none} h1, h2, h3 { font-weight: normal; } amp-story-page { background-color: #131516; } amp-story-grid-layer { overflow: visible; } @media (max-aspect-ratio: 9 / 16) { @media (min-aspect-ratio: 320 / 678) { amp-story-grid-layer.grid-layer { margin-top: calc((100% / 0.5625 - 100% / 0.6666666666666666) / 2); } } } @media not all and (min-resolution:.001dpcm) { @media { p.text-wrapper > span { font-size: calc(100% - 0.5px); } } } .page-fullbleed-area, .page-background-overlay-area { position: absolute; overflow: hidden; width: 100%; left: 0; height: calc(1.1851851851851851 * 100%); top: calc((1 - 1.1851851851851851) * 100% / 2); } .element-overlay-area { position: absolute; width: 100%; height: 100%; top: 0; left: 0; } .page-safe-area { overflow: visible; position: absolute; top: 0; bottom: 0; left: 0; right: 0; width: 100%; height: calc(0.84375 * 100%); margin: auto 0; } .mask { position: absolute; overflow: hidden; } .fill { position: absolute; top: 0; left: 0; right: 0; bottom: 0; margin: 0; } @media (prefers-reduced-motion: no-preference) { .animation-wrapper { opacity: var(--initial-opacity); transform: var(--initial-transform); } } amp-story-grid-layer.align-bottom { align-content: end; padding: 0; } .captions-area { padding: 0 32px 0; } amp-story-captions { margin-bottom: 16px; text-align: center; } amp-story-captions span { display: inline-block; margin: 0; padding: 6px 12px; vertical-align: middle; border-radius: 15px; background: rgba(11, 11, 11, 0.6); color: rgba(255, 255, 255, 1); font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Oxygen-Sans, Ubuntu, Cantarell, "Helvetica Neue", sans-serif;; font-size: calc(4 * var(--story-page-vw)); line-height: 1.4; word-break: break-word; word-wrap: break-word; overflow-wrap: break-word; } Data Science Roadmap 2023
Multiple Blue Rings

CCodingReflex

Data Science Roadmap 2023

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Python Proficiency

Level 3

Blue Rings

Level 1

Blue Rings

Level 4

Blue Rings

Learn Python programming, data types, functions, and SQL concepts.

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Master NumPy, Pandas, Matplotlib, Seaborn, SciPy, and Scikit-Learn.

Python Libraries for Data Science

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Data Collection and Wrangling

Learn data collection methods and data wrangling techniques.

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Multiple Blue Rings
Multiple Blue Rings
Multiple Blue Rings
Multiple Blue Rings
Multiple Blue Rings
Multiple Blue Rings
Multiple Blue Rings
Multiple Blue Rings
Multiple Blue Rings
Multiple Blue Rings
Multiple Blue Rings
Multiple Blue Rings
Multiple Blue Rings

Data Engineering

Get familiar with data infrastructure, ETL pipelines, and cloud platforms.

Applied Statistics and Mathematics

Understand descriptive and inferential statistics, linear algebra, and calculus.

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Level 2

Machine Learning and AI

Master Supervised, Unsupervised, Reinforcement Learning, and Deep Learning.

Blue Rings
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Your Journey Begins Now!

Kickstart your data science journey with this roadmap and reach new heights in 2023!

Blue Rings