{"product_id":"before-machine-learning","title":"Before Machine Learning","description":"\u003cp\u003e\u003cb\u003e\u003c\/b\u003e\u003cb\u003eBefore Machine Learning Volume 1 – Linear Algebra\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eThis book isn’t just about understanding linear algebra it’s about experiencing it. Dive into real-world applications, and grasp concepts that are foundational to machine learning: Intuitive Understanding: Approach linear algebra as a story, where vectors and matrices come alive, making complex ideas feel intuitive and relatable.\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cu\u003eComprehensive Coverage\u003c\/u\u003e: From the basics of vector addition and matrix multiplication to advanced topics like eigen decomposition and principal component analysis, get a 360-degree understanding.\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cu\u003ePractical Applications\u003c\/u\u003e: Discover how linear algebra powers algorithms, aiding in data interpretation and model building. Key takeaways include Mastering vectors and matrices in real-world scenarios. The magic behind eigenvectors, eigenvalues, and their applications. Gaining insights into advanced topics like the singular value decomposition. And this is just the tip of the iceberg. Dive in to uncover the essence of machine learning through the lens of linear algebra, and let mathematics weave its story.\u003c\/p\u003e\u003cp\u003e \u003c\/p\u003e\u003cp\u003e\u003cb\u003eBefore Machine Learning Volume 2 – Calculus\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eThis is not a mere text book it’s a dialogue. It’s a story told through the lens of bee biology, where every concept from gradient descent to neural networks is related back to the intuitive understanding of nature’s own algorithms. Together we will find the connections between the disciplined dance of bees and the structured world of mathematics.\u003c\/p\u003e\u003cp\u003e\u003cu\u003eComprehensive Coverage\u003c\/u\u003e: From the basics of vector addition and matrix multiplication to advanced topics like eigen decomposition and principal component analysis, get a 360-degree understanding.\u003c\/p\u003e\u003cp\u003e\u003cu\u003ePractical Applications\u003c\/u\u003e: Discover how linear algebra powers algorithms, aiding in data interpretation and model building.\u003c\/p\u003e\u003cp\u003eHere’s what to expect:\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eA fresh take on calculus, viewing complex concepts through the simplicity and order of bee behavior.\u003c\/li\u003e\n\u003cli\u003eAn engaging journey from the basics of calculus to its application in machine learning algorithms like RMSprop, Momentum, and ADAM.\u003c\/li\u003e\n\u003cli\u003eKey algorithms like linear regression and neural networks.\u003c\/li\u003e\n\u003cli\u003eCoding exercises and practical tasks that mirror the principles you’ll learn.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003ePrepare to embark on a transformative journey into the heart of calculus. With bees as our guides, we’ll unlock the secrets of machine learning and reveal the mathematical patterns that underpin the digital world. Let’s take flight on this adventure together, where the buzz of bees brings mathematics to life.orielly\u003c\/p\u003e","brand":"SHROFF\/JORGE BRASIL","offers":[{"title":"Default Title","offer_id":50506343645254,"sku":"9789355425577","price":1490.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0754\/2797\/1142\/files\/71t8KKImvOL._SY425.jpg?v=1790327528","url":"https:\/\/cb-india.com\/products\/before-machine-learning","provider":"Computer Bookshop (India) Pvt Ltd","version":"1.0","type":"link"}