Joel Ross - Böcker

The Foundational Hands-On Skills You Need to Dive into Data Science

“Freeman and Ross have created the definitive resource for new and aspiring data scientists to learn foundational programming skills.”

–From the foreword by Jared Lander, series editor

Using data science techniques, you can transform raw data into actionable insights for domains ranging from urban planning to precision medicine. Programming Skills for Data Science brings together all the foundational skills you need to get started, even if you have no programming or data science experience.

 

Leading instructors Michael Freeman and Joel Ross guide you through installing and configuring the tools you need to solve professional-level data science problems, including the widely used R language and Git version-control system. They explain how to wrangle your data into a form where it can be easily used, analyzed, and visualized so others can see the patterns you’ve uncovered. Step by step, you’ll master powerful R programming techniques and troubleshooting skills for probing data in new ways, and at larger scales.

 

Freeman and Ross teach through practical examples and exercises that can be combined into complete data science projects. Everything’s focused on real-world application, so you can quickly start analyzing your own data and getting answers you can act upon. Learn to

Install your complete data science environment, including R and RStudio Manage projects efficiently, from version tracking to documentation Host, manage, and collaborate on data science projects with GitHub Master R language fundamentals: syntax, programming concepts, and data structures Load, format, explore, and restructure data for successful analysis Interact with databases and web APIs Master key principles for visualizing data accurately and intuitively Produce engaging, interactive visualizations with ggplot and other R packages Transform analyses into sharable documents and sites with R Markdown Create interactive web data science applications with Shiny Collaborate smoothly as part of a data science team

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Dash across the rainforest swamp with Daniel, Joy, and Kimani in the newest Challenge Island adventure!One of Children Book Council's Hot off the Press picks for May 2022!"For early grade readers who revel in science-based fiction, this is a winning read. Animals, physics, and habitats are among the topics covered, with lots of instances where the reader can predict and hypothesize along with the characters. Kimani, who is Black, has an impressive head for science and builds in many of the facts that help the group solve problems together. Sleek black and white cartoon art complements the text, adding visual clues. Science experiments and craft projects from each character are at the end."—Youth Services Book Review"In this follow-up to The Bridge to Sharktooth Island, optimistic Joy, cautious Daniel, and studious Kimani find themselves transported once again to a magical island where they have to solve a series of puzzles to escape the middle of the rainforest before darkness falls. . . Supplementary materials at the back include STEAM projects and fun facts introduced by the main characters that a science-loving child will enjoy. The story is engaging, educational, and peppered with cute illustrations… a fun purchase for the easygoing young reader in love with animals and books."—School Library Journal"The Race Across Anaconda Swamp, the second Challenge Island title, in which three kids use teamwork and STEAM skills to navigate a perilous island adventure, [is forthcoming from West Margin Press.]"—Publishers Weekly, Spring 2022 Children’s Sneak PreviewsDaniel, Joy, and Kimani are transported once again to a magical island—this time into a tropical rainforest! As they zip through the canopy, a dangerous snake lurks in the black waters below. They are searching for a way out and a path to a mysterious tower. Does it hold the answers to their questions?Using ropes and other found items, the three friends must figure out how to safely traverse across the island using their knowledge of friction and weights. But the sun is going down and night is approaching fast. Will they reach the tower in time?Also included are cool facts about the rainforest and its animals, plus fun STEAM activities showing you how to build your own pulley system and monkey playground.From the world's #1 STEAM (Science, Technology, Engineering, Arts, Math) education enrichment program, Challenge Island® presents an exciting new adventure book series for smart, curious kids.

Dash across the rainforest swamp with Daniel, Joy, and Kimani in the newest Challenge Island adventure!One of Children Book Council's Hot off the Press picks for May 2022!"For early grade readers who revel in science-based fiction, this is a winning read. Animals, physics, and habitats are among the topics covered, with lots of instances where the reader can predict and hypothesize along with the characters. Kimani, who is Black, has an impressive head for science and builds in many of the facts that help the group solve problems together. Sleek black and white cartoon art complements the text, adding visual clues. Science experiments and craft projects from each character are at the end."—Youth Services Book Review"In this follow-up to The Bridge to Sharktooth Island, optimistic Joy, cautious Daniel, and studious Kimani find themselves transported once again to a magical island where they have to solve a series of puzzles to escape the middle of the rainforest before darkness falls. . . Supplementary materials at the back include STEAM projects and fun facts introduced by the main characters that a science-loving child will enjoy. The story is engaging, educational, and peppered with cute illustrations… a fun purchase for the easygoing young reader in love with animals and books."—School Library Journal"The Race Across Anaconda Swamp, the second Challenge Island title, in which three kids use teamwork and STEAM skills to navigate a perilous island adventure, [is forthcoming from West Margin Press.]"—Publishers Weekly, Spring 2022 Children’s Sneak PreviewsDaniel, Joy, and Kimani are transported once again to a magical island—this time into a tropical rainforest! As they zip through the canopy, a dangerous snake lurks in the black waters below. They are searching for a way out and a path to a mysterious tower. Does it hold the answers to their questions?Using ropes and other found items, the three friends must figure out how to safely traverse across the island using their knowledge of friction and weights. But the sun is going down and night is approaching fast. Will they reach the tower in time?Also included are cool facts about the rainforest and its animals, plus fun STEAM activities showing you how to build your own pulley system and monkey playground.From the world's #1 STEAM (Science, Technology, Engineering, Arts, Math) education enrichment program, Challenge Island® presents an exciting new adventure book series for smart, curious kids.

Sail across sanddunes and streams on a handmade boat in Book 3 of the Challenge Islandseries!Finding themselvestransported to a magical island once again, Daniel, Joy, and Kimani emerge froma mysterious cave to see blue waters—they’re by the beach! And in the neardistance, across large sand dunes and up a hill, stands a familiar tall tower.There, the pirate Captain Wei awaits with all the answers to their questions…if they ever reach the tower in time.Using items stashedaround the cave, the friends must build themselves a blowcart and use windpower to sail across the bumpy beach. But how do they make a cart fast andsturdy enough to carry the three of them? See what surprises are in store forthe three friends in this new Challenge Island adventure!Included at the back ofthe book are cool facts about real sea pirates and ships, plus fun STEAMactivities you can do at home, like how to build your own blowcart and makepirate treasure slime.From the world’s #1 STEAM(Science, Technology, Engineering, Arts, Math) program and education enrichmentprogram, Challenge Island® presents an exciting new adventure for smart, curiouskids. This is Book 3 in the Challenge Island series.

Sail across sanddunes and streams on a handmade boat in Book 3 of the Challenge Islandseries!Finding themselvestransported to a magical island once again, Daniel, Joy, and Kimani emerge froma mysterious cave to see blue waters—they’re by the beach! And in the neardistance, across large sand dunes and up a hill, stands a familiar tall tower.There, the pirate Captain Wei awaits with all the answers to their questions…if they ever reach the tower in time.Using items stashedaround the cave, the friends must build themselves a blowcart and use windpower to sail across the bumpy beach. But how do they make a cart fast andsturdy enough to carry the three of them? See what surprises are in store forthe three friends in this new Challenge Island adventure!Included at the back ofthe book are cool facts about real sea pirates and ships, plus fun STEAMactivities you can do at home, like how to build your own blowcart and makepirate treasure slime.From the world’s #1 STEAM(Science, Technology, Engineering, Arts, Math) program and education enrichmentprogram, Challenge Island® presents an exciting new adventure for smart, curiouskids. This is Book 3 in the Challenge Island series.

For fans of The Magic School Bus and Magic Tree House, new friendships, mysterious forces, and an island adventure awaits in The Bridge to Sharktooth Island as you delve into the mechanics of bridge-building fun!"This story introduces three fifth graders forced to use their individual strengths and talents to work together and problem-solve their way out of trouble. Estroff's clever prose helps readers think, plan, and create with STEAM (science, technology, engineering, art, and math). These are perfect for a technology-focused classroom and lessons, as well as adventure-loving students. Expressive illustrations throughout the chapters help readers to see the models as they are envisioned by the characters. Fun additions at the end of the story include shark facts, Leonardo da Vinci–inspired experiments, and instructions for readers to create their own truss bridge. This is a great STEAM-infused addition to the fiction section of any elementary or middle school library."—School Library Journal"[The Bridge to Sharktooth Island] could provide a useful support for teachers and parents to involve children in STEAM and an engaging context for further STEAM and technological 'design and build' problem-solving."—Primary ScienceOne minute Daniel and his cousin Joy are playing in the snow—and the next they are stranded on a mysterious island surrounded by sharks!Where are they now and how did they get here? And how will they get back home?With new friend Kimani, the kids find clues to these and other mysteries. To escape the island, they have to work together and build a bridge to safety!This thrilling adventure is packed with fun STEAM activities you can do at home: build your own bridge, mix up a blue slime ocean, and design ferocious paper sharks.From the world's #1 STEAM (Science, Technology, Engineering, Arts, Math) education enrichment program, Challenge Island® presents an exciting new adventure book series for smart, curious kids.

For fans of The Magic School Bus and Magic Tree House, new friendships, mysterious forces, and an island adventure awaits in The Bridge to Sharktooth Island as you delve into the mechanics of bridge-building fun!"This story introduces three fifth graders forced to use their individual strengths and talents to work together and problem-solve their way out of trouble. Estroff's clever prose helps readers think, plan, and create with STEAM (science, technology, engineering, art, and math). These are perfect for a technology-focused classroom and lessons, as well as adventure-loving students. Expressive illustrations throughout the chapters help readers to see the models as they are envisioned by the characters. Fun additions at the end of the story include shark facts, Leonardo da Vinci–inspired experiments, and instructions for readers to create their own truss bridge. This is a great STEAM-infused addition to the fiction section of any elementary or middle school library."—School Library Journal"[The Bridge to Sharktooth Island] could provide a useful support for teachers and parents to involve children in STEAM and an engaging context for further STEAM and technological 'design and build' problem-solving."—Primary ScienceOne minute Daniel and his cousin Joy are playing in the snow—and the next they are stranded on a mysterious island surrounded by sharks!Where are they now and how did they get here? And how will they get back home?With new friend Kimani, the kids find clues to these and other mysteries. To escape the island, they have to work together and build a bridge to safety!This thrilling adventure is packed with fun STEAM activities you can do at home: build your own bridge, mix up a blue slime ocean, and design ferocious paper sharks.From the world's #1 STEAM (Science, Technology, Engineering, Arts, Math) education enrichment program, Challenge Island® presents an exciting new adventure book series for smart, curious kids.