Assumption #1 is nothing but a rephrase of one of the standard ML best practices, the famous “make sure that your training set comes from the same distribution as the test set”. As such, this assumption is not unique of linear regression. In other words, there is no real need to memorize assumption # 1, as it’s probably already part of your general toolkit. Use case 2: prediction with interpretability Simone and Malcolm Collins present relationship theory and advice in a manner that is at once empathetic and devoid of sentimentality. As strange as this sounds, the combination works. In fact, it's a lot of fun to see relationships get dissected and rehashed from a more economic and biological perspective (rather than an emotional one). The thing is, here you’ve tried to do something very different from lead-generation: you acted on the world by building a new house, and you asked the model to predict what would happen as a result of your action. This is a much more ambitious question to ask a model, because the answer is way more dependent on potential predictors that you left out. The Pragmatist's Guide to Relationships by Malcolm Collins and Simone Collins, is not your typical guide to relationships; so if you are not open to new ideas or challenging your beliefs then this isn’t the book for you. In my opinion this book is a thoughtful study that challenges traditional acumen.

Image generated by the author with AI model DALL·E mini. Prompt: “an estate agent robot”. Credits: craiyon.com Books: We work to create “shepherd free” guides dedicated to assisting individuals in self reflection and challenging their core beliefs without biasing them to specific answers. There are 12 relationship lures you can use to find and keep a partner, which will directly affect the partners and relationships you’ll get.Culture: Through media and awareness campaigns, we work to create a culture in which people are celebrated for exploring new and alternate ideas, engaging in critical self reflection, and intellectually engaging with the views of those who disagree with them.

Regardless of how much this logical ("rationalist") approach appeals to you, the book covers so many areas (17 main chapters + 17 appendix chapters) it must be almost certain to give you some things to think about. Any group of people expected to work synergistically needs a system that structures their interactions. That system is “governance.” The Pragmatist’s Guide to Governance takes a first principles approach to exploring the ways governance structures affect the humans living under them (and vice versa), with a special focus on how human psychology interacts with the structures that facilitate our interaction with other people. The part that kept us up tonight was the section that highlights the different types of marriages. The night before we were kept up by a chapter on how to avoid abusive partners. By talking through many of the activations that this brought up for both of us, we have both extended our 'sit lists' by a significant amount. I notice I often feel emotionally drained after speaking with her, through no explicit fault of her own - and I'm looking into how I do or don't stand up for my boundaries in relation to this. I was pretty floored with the last book in this "Pragmatist's Guide" series, and I was excited to start on this one. Simone and Malcolm take a logical, pragmatic approach to researching and writing about the topics in this series. It's a bonus that the profits from these books go toward nonprofits; it shows that the Collins just want to help make people more aware, intentional, and overall better.Image generated by the author with AI model DALL·E mini. Prompt: “compass next to math formulas”. Credits: craiyon.com

Assumption #2 — No perfect multicollinearity: there are no exact linear relationships among the independent variables. Why do we need this assumption? This book left no stones unturned when it comes to mastering the art of being in a relationship and understanding how to create and maintain a fulfilling one, resolving conflicts peacefully, and knowing how to handle life stresses without damage to your connection with your partner. The authors cover numerous aspects of relationships: different dating markets, attraction strategies, to all sorts of practical questions which come up over the course of a relationship. Their approach throughout might be summarised as: decide on what you want; then look at the facts, logic, and best empirical knowledge for how it achieve it. Thinking like this, without ideological bias or lazily accepting common assumptions, is surprisingly rare and really refreshing. The Pragmatist’s Guide to Relationships: Ruthlessly Optimized Strategies for Dating, Sex, and Marriage by Malcolm Collins – eBook Details If not, why not for what may literally be a life-long investment? (or dynasties long if you play your cards right through the support of resources like this book)

The Pragmatist's Guide to Relationships

While you may or may not spend the rest of your life with the person you marry, you will have no choice but to spend the rest of your life as the person into whom your partner transforms you.” Long-Term Relationship: Openly explaining that you’re looking for a long-term relationship will appeal to those who want the same. Was there any way to detect from the data that our model was suffering from confounding bias? Yes, and that’s where assumption 3 comes in handy: Assumption # 1 — Random sampling: the data are representative of the population (aka no selection bias) This book has a lot of information in its appendix and you can design your reading experience by selectively reading the chapters relevant to your personal goals and life. What I like about the book is that the book was cowritten by a man and a woman, making the points they present relatable to readers of both genders.

That’s why you must look for a partner who will love you as you are while encouraging you to reach higher. M ost often, the traits you already want to change will be the same ones your companion will want to help you improve, so this isn’t as hard as it sounds. Goodreads Librarians are volunteers who help ensure the accuracy of information about books and authors in the Goodreads' catalog. The Goodreads Libra Goodreads Librarians are volunteers who help ensure the accuracy of information about books and authors in the Goodreads' catalog. The Goodreads Librarians Group is the official group for requesting additions or updates to the catalog, including: Originally written as a thought experiment in forming a family office that won’t ultimately fizzle out, incite inter-family conflict, or undermine descendants, this book explores governing structures ranging from states to religions, online forums, middle school cliques, and family units. You put a lot of effort into planning and preparing your career. It’s normal to put in 40, 50, or even 60 hours a week. You have big goals, and you know only hard work will get you there. Here I want to flip the usual approach: instead of listing the assumptions, I want to start from the use case. What do you need a linear regression for? Do you need it to make predictions? Or do you need it to understand causation? If so, do you want to quantify its uncertainty? The answer to these questions tells you what assumptions you really need.This book focuses on instructing listeners on where, when, who, and how to look for potential dating and sex. It further gives instructions on how to best improve your relationship within your marriage. If you're not happy to leave things to chance, this book provides valuable insight into the who, what, where, when, and why’s of relationships. The advice is sensible and insightful. The Collins’ have started The Pragmatist Foundation to uplift people through this philosophy, and all of their books’ proceeds go to this charity. The Pragmatist’s Guide To Relationships is an extremely comprehensive manual to all components of relationships. It will help you find the people you want and need in your life, attract them, and keep them around. Why don’t you think the same way about your relationships? We know a great career takes hard work, but we expect our relationships to bloom naturally. Don’t worry. It’s an all too human mistake we all make from time to time. You’re not alone. If reading this makes you defensive, if it leads you to think: "It's not my fault all my exes hate me!" then please try to picture the most incredulous-looking face your imagination can conjure - that is the face you should imagine us giving you right now." (pg 482) In this scenario you only care about finding a model with good predictive power (in particular, good at predicting houses’ selling price). So what assumptions do we need here, if we use a linear regression model? Because we only care about predictive power, it turns out that the list of assumptions reduces to one: