Top Data Analytics books recommended by experts

At MentorCruise, we are all about making the most out of the experience of others. As part of that, we've connected and asked dozens of experts and professionals about their favourite Data Analytics books โ€“ and here are the answers.

Table of Contents

Fundamentals of Data Analytics

Understanding the concepts of Data Analytics starts with understanding the fundamentals. On your way to mastery, it's crucial for you to understand how certain concepts were derived, and why things work like they do. Starting with these resources is the best way to do so.

R for Data Science

R for Data Science

This book will teach you how to do data science with R: Youโ€™ll learn how to get your data into R, get it into the most useful structure, transform it, visualise it and model it. In this book, you will find a practicum of skills for data science.

Just as a chemist learns how to clean test tubes and stock a lab, youโ€™ll learn how to clean data and draw plotsโ€”and many other things besides.

Recommended by the experts and mentors at MentorCruise

Data Engineering Cookbook

Data Engineering Cookbook

Five types of content are in this book: Articles the author wrote, links to his podcast episodes (video & audio), more than 200 links to helpful websites he like, data engineering interview questions and case studies.

Recommended by the experts and mentors at MentorCruise

Have any other suggestions? Add here.

Augment your Data Analytics books

There is no better source of accountability and motivation than having a personal mentor. What used to be impossible to find is now just two clicks away! All mentors are vetted & hands-on!

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Expertise in enabling, developing and deploying robust end-to-end data pipelines and machine learning models that have real world impact on a regular basis. Over the years, I have had the opportunity to work with and learn from some of the best minds at prestigious organizations like Mercedes-Benz and General Motors. โ€ฆ

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I completed a full spectrum accounting education from my bachelor's, master's, CPA to working at a big accounting firm. This was all in a half-hearted attempt to rebel against my parent's wanting me to be a doctor/lawyer. In the end, I lost years of doing the work I actually love: โ€ฆ

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Hello! Iโ€™m Evelyn. With more than 10 years of experience across different industries, I have built data products, navigated complex compliance challenges, and launched features in different cities. My career has been a tapestry of growth and impact. When I was at Capital One, I managed a team shipping analytics โ€ฆ

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Hi there! ๐Ÿ‘‹๐Ÿป I've been working in some sort of research role for over 10 years---from education, to politics, to the tech industry. I've worked in traditional evaluation, data analytics & visualization, and product & user research. I've also completed a PhD in Sociology from the CUNY Graduate Center and โ€ฆ

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Hello everyone! ๐Ÿค— With a solid background as a Digital Marketing Manager and holding an MBA in Business Analytics, I've devoted over seven years to assisting a variety of startups in harnessing the power of data for strategic decision-making and significant business value delivery. Renowned for my leadership abilities, I โ€ฆ

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Hello there, I am Gaurav and I have been working in the field of data and engineering for the last 10 years. I am from India and over the last 10 years have had the pleasure of living and working in Singapore, Malaysia, Germany, Dublin and UK now. I have โ€ฆ

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Hi, I am Lakshya. I am a software engineer with almost a decade of backend development experience. Currently, I am working in AI@Meta where I have been building expertise in ML and AI infrastructure, specifically delving into the fascinating world of GenAI while focusing on improving research to prod velocity. โ€ฆ

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Hi, I'm a seasoned Analytics professional with over a decade of hands-on experience in Deloitte Consulting and Google Inc. I'm passionate about using data-driven insights to solve complex business problems and guide strategic decision-making. [Growth in Tech] After achieving success with 4 promotions in BigTech over the last 10 years, โ€ฆ

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As a mentor with a background in both research and industry, I have a wealth of experience of 10+ years to draw upon when guiding individuals through the field of machine learning. My focus is on helping experienced software engineers transition into ML/DS, as well as assisting machine learning engineers โ€ฆ

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Unlock your potential with a truly multi-faceted mentor & let's bring the best bits of the Amazon-way into your day-to-day!! I can help you master data and financial analysis (Excel modelling, SQL, storytelling, etc.), strengthen your program management skills (mechanisms, Scrum & Agile, etc.), support you in becoming a thought โ€ฆ

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Supercharge your transition into data engineering with Gaurav, a passionate Senior Data Engineer at Amazon. With 9 years of experience, Gaurav excels in designing data platforms, implementing architectures like Data lake, Lakehouse, and Data mesh. Expertise in building cloud-based platforms, data pipelines, and ensuring governance and security. Benefit from Gaurav's โ€ฆ

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Hey there! I lead a Machine Learning team at Amazon, United States. I have expertise in data science, analytics, machine learning and deep learning. Prior to being a manager, I was an individual contributor with strong deliverables of machine learning related projects. I have mentored several mentees in the past โ€ฆ

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As a global brand director, I have led some of the most iconic brands in the world, such as Dove, Rexona (Sure/Degree), and Axe (Lynx) at Unilever. I genuinely enjoy helping others grow their skillset, achieve both their professional and personal goals through mentoring and coaching. I have a strong โ€ฆ

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Do you feel overlooked? Do you believe you could perform at a higher level if you were given the opportunity? And yet, you are surrounded by incompetent managers who have been promoted above their capabilities? Nothing frustrates me more than this situation. To think they're not seeing your potential, that โ€ฆ

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Sunny Zhu refers to herself as the bridge between people and data and as a โ€œstatistics geekโ€. She has been engaged in a broad range of analytical works across diversified industries to empower companies to turn data insights into solid business decisions. Working for a decade in data analytics, she โ€ฆ

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Hi, my name is Tristan. I am a data evangelist! I am the former Global Head of Data and Analytics for Pizza Hut's Digital Business outside of the US. Prior to that, I've worked in data roles within investment banking as well as start ups. I am extremely passionate about โ€ฆ

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Hi there! I have conducted numerous interviews and thus possess a deep understanding of the qualities and skills needed to succeed for the data analyst or data scientist. Last year, I helped 10+ mentees (5 are from non-tech background) to land their jobs in the data field. Whenever you need โ€ฆ

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My name is Tayo Ososanya. I am a Data Enthusiast, GCP certified Machine Learning Engineer and Lead Data Scientist at NBrown Group, United Kingdom. I have faced similar struggles more than once throughout my corporate career having immigrated from West Africa to the United Kingdom in 2018. I have learnt โ€ฆ

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With an extensive 13-year career in the world of data analytics and data science, I am an accomplished Lead Data Scientist currently spearheading initiatives at Amazon. My career is marked by a deep and persistent dedication to leveraging data to derive actionable insights and build data-driven solutions. After obtaining a โ€ฆ

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Want to progress your data engineering career? Sign up for my newsletter and get a free Skills Matrix to help you discover which skills to improve -> https://subscribepage.io/next-level-data I have a decade of experience in software and data, including military helicopter projects and building data warehouses. Currently, I build data โ€ฆ

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Hi there! As a seasoned Data & Analytics specialist, I have over 10 years of experience with leading data teams and implementing data & analytics solutions for a range of private and public companies In addition to my professional experience, I am also a bestselling e-learning instructor with over 100,000 โ€ฆ

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I am an experienced Data Scientist with 8 years of experience in the US and UK. With 5 years of experience in FAANG, I have a deep understanding of statistical analysis, machine learning, data visualisation, and more. I've worked on diverse projects across various industries, giving me a broad perspective โ€ฆ

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I have been a mentor for more than 2 years on MentorCruise and other online platforms. I find myself loving to help people with their first steps in the "ML journey". I have experience working with many state of the art algorithms in NLP. Using Transformer-based models such as BERT, โ€ฆ

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I am a seasoned digital marketing expert with a vast amount of experience to share with you. During my career I have been the Head of Paid Marketing in one of the biggest marketing agencies in the UK with more than 140 employees. I have helped people grow their skillsets โ€ฆ

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As a mentor in Data Science, Data Analytics, Machine Learning, and AI, I'm committed to helping my mentees achieve their goals in Data field. With one-time sessions and various mentorship options available, I'm here to guide you every step of the way. I believe any goal is reachable if one โ€ฆ

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About Me: Empowering Your AI and Data Science Journey ๐Ÿš€ Welcome to my mentorship profile! I'm thrilled to embark on this mentorship journey with you, where together, we'll unravel the exciting world of AI and Data Science. With over 4 years of hands-on experience in the field, I've navigated the โ€ฆ

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Frustrated because you lack guidance and waste a lot of time resolving the errors on your own? I felt the same back when I started, wishing for the day to become so dominant in programming that I could create any data project. Over the past four years, I have self-taught โ€ฆ

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I'm a quantitatively oriented data science leader with around a decade of industry experience applying machine learning techniques, designing and implementing large-scale data systems that allow organizations to make data-driven decisions and gain actionable insights and business knowledge to solving real-world problems across multiple domains. In my role as a โ€ฆ

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As an experienced startup mentor and speaker ๐ŸŽค, I help early-stage founders build scalable, sustainable growth engines. As a growth marketing expert ๐Ÿ“ˆ, I've spent the last 5+ years working with founders to develop strategic, data-driven approaches to customer acquisition and retention. I focus on maximizing return on investment across โ€ฆ

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Hello there! I am a Data Scientist at Learning Collider, previously Tech Lead at the University of Chicago Urban Labs. I have always been passionate about leveraging technology to solve human problems, and have many years of experience in hiring for data teams, and extensive programming and statistical knowledge. I โ€ฆ

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Veteran software engineering manager and hands-on tech lead with 15+ years of experience. Iโ€™ve played a critical role on key teams at Snap and YouTube/Google. I currently lead teams for Growth Notifications, Activity Center, Countdowns, Communities, and Profiles at Snap with ~40 engineers in my scope of influence with 20 โ€ฆ

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I have 15 years experience. An Oxford University graduate who went into Software Engineering, then moved into Product Management. I have worked as a regular Product Manager, a Product Lead managing multiple teams, a Head of Product defining culture and processes, CTO and as a Board Advisor. I am British โ€ฆ

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With over 12 years of professional experience, the last 7 working in Corporate America, I have experience as a Presales/Solutions Engineer, Project Manager, and Front-end developer. Throughout my career, I had the opportunity to mentor a diverse range of professionals in technology in the US, Europe and Brazil, especially people โ€ฆ

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Need help with data science and machine learning skills? I can guide you to the next level. Together, we'll create a personalized plan based on your unique goals and needs. Whether you want to build a strong portfolio of projects, improve your programming skills, or advance your career to the โ€ฆ

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Hi there! My name is Tim, I am an experienced (5+ years) machine learning engineer in the autonomous systems space, currently working on autonomous shipping at CaptainAI. In this capacity, I mostly develop and productionize ML models for perception (computer vision, radar), as well as building out the data platform. โ€ฆ

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Tanvi is a Senior Data Scientist working with United Health Group Inc and worked with Oracle India Private, Ltd. She contributed to the Research &Development of Oracle Cloud Infrastructure (OCI) that enables customers to build and run a wide range of applications. She has also contributed to Infiniti Research, the โ€ฆ

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*CURRENTLY UNDER HIGH DEMAND, CURRENTLY ONLY TAKING ONE-OFF SESSIONS* I coach people into six-figure salaries in data. I've helped people land roles in companies including Ada, Loblaw Digital, TD Digital, and Uberโ€”with little to no prior data experience. Breaking into, and advancing in data science can be an overwhelming experience. โ€ฆ

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๐Ÿ‘‹ Hey, I'm Mert, and I've been right where you are in the tech world. I started in a non-technical role in Turkey, and the journey to where I am today, working with NLP tech and generative AI in Germany, wasn't always a smooth ride. I know it's full of โ€ฆ

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Data analytics/science manager with technology (eBay, Facebook, Blockchain), consulting (Big Four), enterprise (Morgan Stanley, The World Bank, Altria) and tech startup experience: โ— Domain knowledge: fintech, e-commerce, marketplace, social networking โ— Extensive managerial and business domains experience โ— Tools: SQL, Python, Tableau, R โ— INSEAD MBA (no.1 according to Financial โ€ฆ

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With a 15-year track record in data science across industry and academia, my expertise spans Python, R, SQL, and MATLAB, tailored for tasks like automation, data modeling, and extraction in environments including AWS. My academic credentials include a PhD in Complex Systems and Brain Sciences and a Master's in Psychology, โ€ฆ

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I was one of the first 150 employees at DoorDash, working there for six years of hyper-growth. When I left DoorDash, the company had scaled to over 12,000 employees, operating on five continents. While at the company, I worked in both data science and operations roles. I helped build DoorDash's โ€ฆ

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Hi - I'm Adam, a data professional, with experience across all the three main data professional roles - data analyst, data scientist and data engineer. I have eight years of teaching & mentoring data scientists, both teaching at a data science bootcamp and one-on-one mentoring. I'm currently working as a โ€ฆ

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Hi there! ๐Ÿ‘‹๐Ÿฝ I am Yvette, a data scientist with a background in Actuarial Science and Statistics currently working at Kraft Heinz. In my 7+ years of experience, I have partnered with different stakeholders to build data products and solutions that solve critical business problems across a number of industries. โ€ฆ

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12 years ago, like many of us, I started learning about Machine Learning models and reading any books or blogs that I can get my hands on. After dropping out of my PhD program at UC Berkeley, I was so fortunate to be able to apply my skills and passion โ€ฆ

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I am a data scientist lead with 9 years experience in tech industry (Airbnb 4.5 years and counting, Facebook/Meta 3 years and startup 2 years). I have been designing and conducting interviews (200+) and career mentorship program at big tech companies.

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A bit about me: 1) I am one of 1.100 experts appointed by Google (GDE), my category being ML Core. 2) I was an ML Instructor with Nvidia DLI and an AI Mentor with Google Startup Accelerator. 3) My areas of expertise are Explainable AI, Model Audit, NLP and Language โ€ฆ

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Hi there! I am multilingual Chief Data Scientist/ML-Data and Software Engineer with over 12 years of experience in data science, data analytics, software engineering, artificial intelligence and data mining. I have mentored dozens of people from fresh beginners to experienced professionals, to C-level executives. I hold a Ph.D in systems โ€ฆ

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Data scientist experienced (5+ years) in the prototyping and development of data processing and machine/deep learning algorithms with a focus on remote sensing data. Passionate about use of remote sensing data to gain a better understanding of the environment and to improve the management of natural resources and human activities. โ€ฆ

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I'm a Cloud Efficiency Lead Solutions Architect at AWS with a passion for creating innovative solutions using cloud, data science, and artificial intelligence. With over 15 years in technology, I've become a thought leader in data analytics, AI, and cloud. I've worked with 100+ clients worldwide, leveraging my background in โ€ฆ

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Carlos is a hands-on leader with 10+ years of experience on AI, Machine Learning, and Data Science projects. Additionally, he has been actively involved in the recruitment, leading, and mentoring of many data engineers and data scientists for several years already. He holds a solid record in designing and implementing โ€ฆ

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Greetings! My name is Alex and I'm a Data Scientist at GainWell Technologies and Teaching Assistant at a Columbia University with 2+ years of experience in Data Science/Analytics. As a mentor, I have will help guided my mentees in accomplishing their professional goals - including landing their first job in โ€ฆ

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I'm a Senior Solution Architect, with a rich background in the world of IT. I have held pivotal roles at industry leaders like Nomios, Accenture, Elastic and Microsoft, and my experience spans across pre-sales, solutions architecture, cybersecurity, data analytics, and cloud. Over the years, I've worked for both product and โ€ฆ

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An innovative entrepreneur and thought leader in healthcare analytics and edutech, with a track record of founding successful startups and designing patented analytics solutions. Accomplished in establishing agile practices, launching minimum viable products (MVPs), and securing significant investment funding. Expert at managing product roadmaps based on client feedback, industry trends, โ€ฆ

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My experience comes from leading Analytics and Product Growth teams in big tech - Meta, Intuit, eBay, Pinterest, and Expedia. I've worked across product analytics, marketing analytics, and product growth. My strengths include tying analytics and data to strategy, product-led growth tactics, data communication, and people-oriented team leadership. Recently, I've โ€ฆ

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I know what itโ€™s like to try to break into data science. In September 2014, I drove to San Francisco from my home in New Haven, CT to attend a data science bootcamp with dreams of landing a job in the field. Two data science positions later I began teaching โ€ฆ

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I am a Co-Founder and Chief Marketing Officer of StreamBee. It's a startup that empowers the live-streaming industry with smart, actionable analytics and various useful tools. Prior to running my own startup, I was operating as Head of Marketing at LiveAgent, leading multi-channel help desk & live chat software. I โ€ฆ

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Coaching engineers to grow into management, senior management and influential positions. About me: I am an accomplished technology professional with a wide-ranging skill set and extensive expertise across various domains, including Software Development and Architecture, Design Patterns, Clean Code, Automation, Financial Technology, Payments, Data Engineering, ETL, Business Intelligence, Information Security, โ€ฆ

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๐ˆ'๐ฏ๐ž ๐ฆ๐ž๐ง๐ญ๐จ๐ซ๐ž๐ ๐Ÿ๐ŸŽ๐ŸŽ+ ๐š๐ฆ๐›๐ข๐ญ๐ข๐จ๐ฎ๐ฌ ๐ฉ๐ž๐จ๐ฉ๐ฅ๐ž ๐ญ๐ก๐ซ๐จ๐ฎ๐ ๐ก๐จ๐ฎ๐ญ ๐ฆ๐ฒ ๐œ๐š๐ซ๐ž๐ž๐ซ; both as a start-up / scale-up leader, and through various mentoring platforms. One of the best parts of my job as a Product Leader & CTO is mentoring and coaching employees and colleagues! It is the single most impactful and important driver โ€ฆ

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I'm a tech enthusiast with a Bachelor's in Computer Science and a Master's in Data Science, specializing in Machine Learning and Data Engineering. I started my journey by implementing systems for wind forecasting and anomaly detection. Over time, I expanded my expertise in dynamic pricing, route optimization, and digital experimentation. โ€ฆ

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Hello! As an established data scientist with 5+ years experience, I've extensively navigated the realms of machine learning and advanced analytics, delivering end-to-end solutions with real-world impact in various sectors. Earlier in my career, I went through my own transition from non-tech marketing analyst to full stack data scientist. The โ€ฆ

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I'm an experienced data analyst who went from having a Ph.D. in a different area to working at Google via Vaco. I have a lot of experience with changing careers and what I should put into the data analyst resumes. I'm also a heavy SQL writer in daily work. Through โ€ฆ

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Hi there, I'm Alex, a serial founder, product geek and builder. I've sold 4 businesses within the last 12 months and am currently the co-founder of myaskai.com โ€” an AI startup helping companies leverage ChatGPT using their own data to make their teams more efficient. My entire career has been โ€ฆ

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My journey so far has had two major career pivots, first into Data Science and then into Product Management from a foundation in Aeronautical Engineering. Through each transition, I honed the knack of quickly grasping new concepts and adapting to new environments, and Iโ€™m excited to share these strategies with โ€ฆ

$150 / month
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Ria has been a Product Manager for 7+ years with her most recent stint at WhatsApp, where she led the Payments product from its inception to scale in under 2 years, focusing primarily on India (600M+ users). She hired and grew a team of 70+ cross functional people (including her โ€ฆ

$240 / month
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Drawing from my roots as an PhD economist and behavioral scientist, my career has focuses on using the tools of experimentation, causal inference and knowledge of human psychology to drive organizational development and growth. I've co-founded several non-profits and for-profit companies (including GiveDirectly and the Busara Center for Behavioral Economics). โ€ฆ

$240 / month
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Experienced Product Leader with superb written and verbal communication skills used for defining technical product roadmaps, coordination with sales and engineering teams, influencing key decision makers and organizing relevant market feedback and customer needs into product requirements โ–ช Research & business aptitude used for analyzing market and industry trends, market โ€ฆ

$240 / month
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๐Ÿ‘‰ Finding it hard to break into Data or make that jump to Financial Services? ๐Ÿ‘‰ Struggling with leadership or soft skills that will land you that promotion? ๐Ÿ‘‰ Learning new skills via online courses but not sure which ones to choose? ๐Ÿ‘‰ Constantly thinking you deserve more but losing โ€ฆ

$150 / month
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I am a Machine Learning and Data Analytics Solutions Architect at AWS (Amazon Web Services). I am passionate about Cloud, Data & AI, I hold Engineering and MS degrees from Georgia Institute of Technology ๐Ÿ‡บ๐Ÿ‡ธ and INP Toulouse ENSEEIHT ๐Ÿ‡ซ๐Ÿ‡ท. I have 6 years of experience, during which I have โ€ฆ

$220 / month
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Hello! I am the Product Manager of Generative AI at Nestlรฉ, leading the charge in crafting and delivering groundbreaking GenAI-based solutions on a global scale. With a solid foundation of over 8 years in AI, my experience spans across key areas including consumer analytics, fraud detection, and natural language processing โ€ฆ

$100 / month
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Do you want to improve your product skills, focus on your strengths, learn how to automate and delegate to build yourself as an executive, product leader, or founder? going from nothing to something faster? experimenting and shipping value to users always focusing on what matters the most? Over ten years โ€ฆ

$180 / month
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I have a decade of experience working for Silicon Valley tech companies, ranging from Series B startups to Fortune 100 companies. I'm currently a Sr Manager of Analytics at DocuSign. My entire career has been in analytics but in a variety of industries and departments including semi-conductor manufacturing, SaaS, Social โ€ฆ

$180 / month
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I have mentored over 200 data professionals through Udacity, Thinkful, and Berlin's Data Science Retreat. My focus is to help students develop the intuitions and tenacity that will foster their career growth. I am skilled in Computer Vision, Data Science, and Software Engineering. I am also the founder of the โ€ฆ

$140 / month
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With 17+ years of experience in remote and hybrid work across 20+ countries in Information Technology, Liudmila has developed expertise in leading large-scale organizations and startups, product management, and data science with a Ph.D. in the field. Currently serving as a Group Product Manager in Applied AI at Rockwell Automation, โ€ฆ

$350 / month
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I am a product analytics manager at a gaming company. I have ample experience with data science and analytics, problem-solving, storytelling and coaching young professionals with their career development. Hope I can help you with your career growth in a way I had been helped along my early career.

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Mentored 8 mentees to raises or jobs in the past year Elliot is a freelance Data Scientist with 7+ years of experience, including working with an Olympic team and creating an NBA salary model for Hazan Sports Management, an NBA sports agency. He co-founded a soccer computer vision company that โ€ฆ

$170 / month
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A Product Manager with 5 years of entrepreneurial journey with 2 startups as a founder, and +50 startups as a mentor. I'm a mentor with Plug and Play, Techstarts, and the MISK foundation. Before I became a mentor I built +10 products in the Game, EdTech, and Healthcare industries using โ€ฆ

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As a Solution-Focused Coach, I focus on helping multi-passionate high performers, leaders and entrepreneurs to craft the future of their choice and navigate with ease their path towards it. Coaching is advice and judgement-free zone so we will partner in the coaching sessions to * understand what you want * โ€ฆ

$350 / month
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I have over 15 years of professional experience in data science, machine learning, natural language processing, bioinformatics, R, Python, Jupyter Notebooks, and cloud computing. I have a PhD in Bioinformatics with a minor in Predictive Analytics from Georgia Tech. I am currently the Director of Data Science at a global โ€ฆ

$120 / month
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Darren is a Co-founder & Director of TalentLabs, overseeing its product development, technologies & operations. He was a Lead Technical Solutions Architect and Product Lead at Google, focusing on machine learning and data solutions for digital marketing. Prior to Google, he helped develop trading systems for Morgan Stanley and Credit โ€ฆ

$350 / month
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I've been a key contributor over the last 10 years working in product management at startups which scaled. I've experienced a lot - the ups and downs of product management have been quite a ride! I'd love nothing more than to help you navigate those waters, build your skills or โ€ฆ

$100 / month
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