Regularization Infographic
Our regularization infographic provides a comprehensive overview of an essential machine-learning technique.
Regularization is a technique that helps prevent models from overfitting by introducing constraints into the loss function. For instance, in logistic regression, regularization techniques can be used to optimize the model's performance.
The infographic provides a clear, concise definition of regularization, highlighting its role in balancing overfitting and underfitting. It illustrates how adding noise and improving generalization enhance model performance on new data.
It also gives in-depth look at various regularization methods, including L1 regularization (Lasso regularization) and L2 regularization (Ridge regularization). It explains their formulas and how they influence coefficient adjustment in model training. Additionally, the infographic explores Elastic Net, a method blending Ridge and Lasso regularization, along with a 2-stage regularization process.
Who is it for
How it can help you
Check out our most helpful downloadable resources according to 365 Data Science students and our expert team of instructors.
How to Become a Data Analyst Intern
In the highly competitive data science job market, data analyst internships are a perfect way for you to gain hands-on experience working with data to answer critical business questions, learn important soft skills and expand your networking circle for career growth. The 365 Data Science Data Analyst Intern infographic will show you how to get a data analyst internship by going over the position responsibilities, the required technical skills and educational background for the data analyst position.
Learn More
World of Supervised Machine Learning
Тhe introduction of Artificial Intelligence and its subset Machine Learning have introduced a whole new paradigm of possibilities in the realm of data related activities. In this visually beautiful World of Supervised Machine Learning infographic, we are giving essential information on all the different types of supervised machine learning, starting from the least complex - Linear Regression, to the most complex- XGBoost. Some of the things you will learn in this free pdf infographic are the advantages and disadvantages of each type, their algorithm speed, preprocessing, starter datasets and areas of application.
Learn More
The 365 Data Science All In One Infographic
Data science is a relatively new field that combines various disciplines like mathematics, statistics, machine learning, data analytics and programming, which is why coming to a universal definition and understanding of this ever growing field is quite the challenge. Despite that, the 365 Data Science Team has united their efforts to create a comprehensive overview of the data science field. This free 365 Data Science pdf infographic covers the types of data, the associated data techniques, the data related professions, places of application and more, giving you a holistic picture of data science.
Learn More
How to Become a Business Analyst
The business analyst is one of the most dynamic roles in a company, as they are tasked with the responsibility to bridge the organization’s information technology capabilities with its business goals. Combined with a high-paying salary and room for career growth , the position is a highly desired career by many business professionals. Therefore, we have created this free pdf infographic that is going to cover what does a business analyst do, salary information, business analyst skills requirements and career path to show you what to expect and decide for yourself if this is the right career for you.
Learn More
ABCs of AI and Deep Learning
Artificial intelligence is a trending topic that intrigues and perplexes. But what is it, and how does it work? Our comprehensive ABCs of AI and Deep Learning Infographic introduces you to the basics of artificial intelligence through its deep learning foundations. Arranged alphabetically, this glossary provides an overview of essential terms and phrases that define deep learning and AI concepts. Each letter of the alphabet represents methodologies, such as convolutional neural networks, natural language processing, and Xavier initialization. Use the ABCs of AI and Deep Learning Infographic to foster your curiosity and navigate the complexities of these transformative technologies.
Learn More
How to Prompt ChatGPT Effectively
ChatGPT is a powerhouse AI algorithm transforming how we lead, work, and brainstorm. By typing our desired output as a prompt into ChatGPT, the generative AI model returns an actionable, informed response that meets your needs. Accelerate your productivity by learning how to interact with this indispensable tool. Our How to Prompt ChatGPT Effectively infographic is a structured resource that guides you in creating effective prompts for ChatGPT. Construct practical prompts that generate insightful responses and inspire creative solutions. To boost your productivity and stay current, you must take advantage of the best tools at your disposal. So, start engaging with ChatGPT like a pro and future-proof your skills.
Learn More
How to Become a Research Analyst
The research analyst is an entry-level position that is responsible for helping a company coordinate its research related activities and investigate special requests. They serve as task leads across the departments within a company, coordinating between stakeholders, project teams, master data teams and team leaders. The dynamic and responsible nature of the job gives the necessary experience for individuals to grow into future analytics managers and data scientists. Therefore, in this free pdf infographic on How to Become a Research Analyst, we are going to describe the research analyst profile, job responsibilities, average salary numbers, required skills and more, so you can start on the right foot.
Learn More
How to Become a Marketing Analyst
The overall goal of a marketing analyst is to discover and present marketing insights by working with the company’s pool of data to increase marketing and sales performance Therefore, the marketing analyst job is a highly dynamic role that requires a combination of strong communication, analytical and marketing skills. If you want to go into greater detail on what is a marketing analyst, what does a marketing analyst do, what are the required marketing analyst skills and what is the marketing analyst career path then check out the free pdf infographic on How to Become a Marketing Analyst.
Learn MoreRegularization Infographic
