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As a beginner in the data science industry, you must have read countless articles describing the importance of creating data science projects. In fact, I landed my first data science role due to the projects I showcased on my portfolio. However, not every data science project can land you a role in the industry. I have reviewed resumes of data science applicants in the past, most of whom were rejected from entry-level positions without even making it to the interview phase. Some of these candidates did include projects on their resume -- but the projects they showcased were too simple.


Top 30 Machine Learning Projects Ideas for Beginners in 2021

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"What projects can I do with machine learning?" We often get asked this question a lot from beginners getting started with machine learning. ProjectPro industry experts recommend that you explore some exciting, cool, fun, and easy machine learning project ideas across diverse business domains to get hands-on experience on the machine learning skills you've learned.


20 Machine Learning Projects That Will Get You Hired - KDnuggets

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The AI and Machine Learning industry is booming like never before. As of 2021, the increase in AI usage across businesses will create $2.9 trillion of business value. AI has automated many industries across the globe and changed the way they operate. Most large companies incorporate AI to maximize productivity in their workflow, and industries like marketing and healthcare have undergone a paradigm shift due to the consolidation of AI. Due to this, there has been an increasing demand in the past few years for AI professionals. There has almost been a 100% increase in AI and machine learning-related job postings from 2015 to 2018. This number has grown since and is projected to rise in 2021. If you are looking to break into the machine learning industry, the good news is that there is no shortage of jobs available. Companies need a talented workforce that is capable of pioneering the shift to machine learning.


A Full Stack Machine Learning Project

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When I was a kid, I used to be obsessed with Harry Potter (the books, not the movie). I was a huge fan of Hermione Granger, and was deeply intrigued by the character of Severus Snape. So when I found an MBTI personality prediction dataset, I decided that there was no better way to use it than create a Harry Potter character prediction model. As you can see, the interface takes in some text as input, calls the back-end model, and generates a prediction. As (aspiring) data scientists, our focus is mainly on the data and building models. Most of our machine learning projects lie in a carefully formatted Jupyter Notebook, and will probably stay there forever.


20 Machine Learning Projects That Will Get You Hired in 2021

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Without much ado, let's explore some more ML project ideas that will not just make your portfolio look good but will also significantly improve your machine learning skills. This is a curated list of some of the best machine learning projects for students, aspiring machine learning practitioners, and individuals from non-technical domains. You can work on these projects regardless of your background, as long as you have some coding and know-how of machine learning skills. This is a list of beginner and advanced-level machine learning projects. If you are new to the data industry and have little experience with real-life projects, start with beginner-level ML projects before moving on to the more challenging ones.