Python Machine Learning By Example: Unlock machine learning best practices with real-world use cases
author Yuxi (Hayden) Liu provides a seamless and comprehensive learning journey, guiding readers from the basics of machine learning to the cutting edge of NLP transformers and multimodal models. with an emphasis on practical request, this guide integrates best practice tips and real-world examples, enabling learners to build robust ML solutions using PyTorch, TensorFlow, scikit-learn, and pandas. Whether you're a beginner or an experienced practitioner, the updated content on NLP transformers, PyTorch, and computer vision modeling ensures you stay ahead in the rapidly evolving field of machine learning.
Immerse yourself in a hands-on experience as you explore advanced techniques through engaging projects like predicting stock prices and creating an image search engine. The inclusion of a dedicated chapter on best practices, along with additional tips scattered throughout, makes this resource invaluable for anyone looking to elevate their ML expertise. Plus, with the purchase of the print or Kindle book, you get a free PDF copy, allowing for easy reference and on-the-go learning.
Pros
- Comprehensive guide covering fundamentals to advanced ML techniques
- New and updated content on NLP transformers, PyTorch, and computer vision
- Dedicated chapter on best practices with additional tips throughout
- practical, real-world examples for hands-on learning
- Free PDF copy included with print/Kindle purchase
Cons
- Some advanced topics may require prior Python programming knowledge
- Print book is relatively thick, which may be daunting for some
- Focus on specific libraries may limit flexibility in tooling
| Feature | Data |
|---|---|
| Author | Yuxi (Hayden) Liu |
| Edtion | 4th Edition (July 31, 2025) |
| Language | English |
| Pages | 518 |
BEST LEARNING My Spin & Learn Steering wheel - Interactive Educational toys for 6 to 36 Months Old Babies & Toddlers - Learn Colors, Shapes, Feelings & Music - Birthday Gifts for Children
The interactive learning toy is a vibrant and engaging companion for little ones aged 6 to 36 months. With its durable design and 3 playful modes, it seamlessly blends education with fun. Simple touches or spins introduce infants to basic concepts like colors, shapes, and emotions, while the included lovely songs and music keep them entertained. The intuitive controls, featuring colorful shapes and a spinning wheel, make it super easy for toddlers to explore and learn at their own pace, fostering creativity, motor skills, and cognitive development.
as an ideal birthday gift for both boys and girls, this toy combines simplicity with meaningful learning. It’s meticulously crafted to support the growth of fine motor skills, dexterity, and logical thinking, ensuring that every play session is both rewarding and enjoyable. The included batteries eliminate setup hassle, making it ready to play right out of the box. Multi-award-winning and risk-free, this toy provides a stimulating environment for early learning while guaranteeing hours of fun.
Pros: Durable and easy-to-use design
Interactive modes for colors, shapes, emotions, and music
Encourages creativity, motor skills, and cognitive development
Suitable for babies and toddlers aged 6-36 months
Includes batteries and comes with a spinning wheel
Ideal birthday gift for both boys and girls
Cons: Limited complexity for older children
Requires batteries for operation
No visual tracking features
| Age Range | 6-36 Months |
|---|---|
| Key Concepts | Colors, Shapes, Emotions, Music |
| Features | 3 Play modes, Spinning Wheel, Colorful Shapes |
| Batteries | Included (3 AAA Alkaline) |
GAMENOTE Double Sided Magnetic letter Board - 2 in 1 Alphabet Magnets Tracing Board for Toddlers ABC Letters Uppercase & Lowercase Practicing Learning Education Toys
This innovative tracing board offers a playful and interactive way for little learners to master the art of writing. As children use the magnetic stylus to trace over the letters, they'll be thrilled to see and hear the metal beads pop up, providing instant feedback and making the learning process engaging. The board features upper and lower case letters on separate sides, with vowels in red and consonants in blue to aid in pronunciation and grammar understanding. The included sequence stroke and path direction guides ensure kids learn the correct stroke formation, all while enhancing their fine motor skills and hand-eye coordination. Plus, with the ability to erase simply by pressing down with a finger, it's a mess-free, reusable learning tool that's perfect for kindergarteners, preschoolers, and homeschooling environments.
Measuring 12.5x10 inches, this lightweight and double-sided board is designed for easy handling, whether it's used on a desk, lap, or even taken on car rides. The sturdy plastic board, devoid of small parts, makes it safety-pleasant for young hands. The stylus pen is cleverly tied to the board to prevent loss, and the bright colour-coding for vowels and consonants adds an extra layer of educational fun. It’s no wonder this board has earned glowing reviews from parents and educators alike, making it a fantastic gift choice for holidays, birthdays, and Christmas.
pros and Cons
Pros: Engaging bead popping sound and visual feedback, double-sided design with color-coded letters, promotes fine motor skills and hand-eye coordination, mess-free and reusable, includes stroke guides for correct letter formation, lightweight and travel-friendly, sturdy construction without small parts. Cons: may require adult supervision for younger children, stylus笔 might be too simple for advanced learners, limited to letter tracing (no numbers or symbols included).
| Feature | Details |
|---|---|
| Size | 12.5 x 10 inches |
| Age Range | 3+ years |
| Design | Double-sided (upper & lower case), vowels red, consonants blue |
| material | Solid plastic board, no small parts |
| Includes | magnetic stylus pen tied to the board |
Learning Love: Build the Best Relationships of Your Life using Integrated Attachment Theory
ever felt like you're speaking different languages in a relationship,where your words don’t quite land as expected? These dialog gaps often stem from differing attachment styles—how early life bonds shape our connections. While once deemed unchangeable, understanding and adjusting these patterns is entirely possible. This book offers a transformative path to stronger, more aligned relationships, guiding you to build secure connections in just 90 days.By learning to recognize and heal your attachment style, you can create deeper understanding and genuine intimacy with others, turning love into a more harmonious experience for everyone involved.
Dive into a practical guide that demystifies the complexities of attachment styles, providing actionable steps to fostering fail-proof relationships. Whether you're navigating post-conflict closeness or bridging misunderstandings, this resource equips you with the tools to connect more authentically. Its clear, concise approach makes complex relationship dynamics accessible, empowering you to rewrite your love story from the inside out. A better way to love—and be loved—is within your reach, starting with this transformative journey.
- Discover and heal your attachment style for healthier connections
- Transform relationships in less than 90 days with practical strategies
- Gain clarity on communication breakdowns and solve misunderstandings
- empower yourself to build fulfilling, secure relationships
Cons:
- Requires commitment to self-reflection and consistent practice
- May challenge deeply ingrained relationship habits
- Not a quick fix for all relationship issues
| Details | Info |
|---|---|
| Author | Thais Gibson |
| Format | Paperback, 160 pages |
| Dimensions | 6 x 0.35 x 9 inches |
Supporting English Learners in the Classroom: Best Practices for Distinguishing Language Acquisition from learning Disabilities
For educators seeking practical strategies to support English learners facing academic difficulties, this resource offers a comprehensive guide grounded in research and real-world application. It equips teachers with a multi-tiered approach that spans from classroom interventions to system-wide policy adjustments, ensuring that English learners receive tailored support at every step of their educational journey. With a strong emphasis on prevention and culturally responsive practices, the guide outlines effective instructional strategies, assessment tools, and collaborative frameworks that bridge the gap between language acquisition and academic achievement. Whether working with students who have been identified for special education services or those needing additional academic enrichment, educators will find actionable insights to promote inclusive and effective learning environments.
The book stands out for its detailed exploration of how to create a seamless system of support that aligns with Multi-Tiered System of Supports (MTSS) principles. It provides clear guidance on identifying and supporting English learners with intrinsic learning disabilities, addressing the critical issue of depiction in special education, and ensuring compliance with legal requirements. The author’s approach fosters collaboration among general education,English language acquisition,and special education professionals,making it an invaluable tool for schools and districts committed to equity and excellence. By offering specific tools and actionable steps, this guide transforms theoretical frameworks into tangible outcomes, helping educators elevate the achievement levels of all English learners.
Key Features
- Prevention-oriented model for holistic learning support
- Culturally and linguistically responsive MTSS framework
- Instructional overlays tailored to EL students' needs
- Systematic process for appropriate identification of learning disabilities
- Legal insights into rights and responsibilities for dual-identified students
- Differentiated support strategies for elementary and secondary ELs
- Collaborative approach across specialized education fields
| Details | Facts |
|---|---|
| Publisher | Teachers College Press |
| format | Paperback, 240 pages |
| Year | 2025 |
Online Teaching at Its Best: Merging Instructional Design with Teaching and Learning Research
Transcend the challenges of online education with a resource that brings pedagogy and cognitive science to digital learning environments. This comprehensive guide helps educators design, implement, and refine courses across all teaching modes—from remote to fully online—by grounding practices in the latest research. You'll discover how to create strong course alignment and enhance student learning through evidence-based techniques tailored for virtual spaces. The second edition adds valuable insights into small-group active learning, micro-lecture strategies, quiz integration, and interactive conferencing techniques, ensuring your approach evolves with technology.
Whether navigating emergency transitions or developing sophisticated online programs, this book provides practical solutions that bridge the gap between theory and practice. Administrators will find tools for improving retention and support structures, while faculty will gain techniques specifically designed for remote teaching contexts. The integration of cognitive psychology and instructional design principles makes this an invaluable resource for anyone committed to elevating online education,proving that distance is truly no barrier to quality learning experiences.
- Integrates pedagogy and cognitive science with practical online teaching methods
- Covers all online teaching modes with research-based recommendations
- Features new content on active learning, micro-lectures, and interactive techniques
- More academic than hands-on guides, may require additional practical resources
- Lengthy for quick reference; designed for comprehensive study
| Feature | Second Edition Content |
|---|---|
| Focus Areas | Course design, teaching, and student motivation |
| Teaching Modes Covered | Remote, hybrid, hyflex, fully online |
| Key Innovations | Active learning formats, micro-lecture scripting |
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Seize the prospect
Online Teaching at Its Best: merging Instructional Design with Teaching and Learning Research
Bring pedagogy and cognitive science to online learning environments
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