Practical Natural Language Processing: A Comprehensive Guide to Building Real-world Nlp Systems


Author(s): Sowmya Vajjala, Bodhisattwa Majumder, Anuj Gupta, Harshit Surana
Publisher: Oreilly & Associates Inc, Year: 2020

Description:

Many books and courses tackle natural language processing (NLP) problems with toy use cases and well-defined datasets. But if you want to build, iterate, and scale NLP systems in a business setting and tailor them for particular industry verticals, this is your guide. Software engineers and data scientists will learn how to navigate the maze of options available at each step of the journey.
Through the course of the book, authors Sowmya Vajjala, Bodhisattwa Majumder, Anuj Gupta, and Harshit Surana will guide you through the process of building real-world NLP solutions embedded in larger product setups. You&;ll learn how to adapt your solutions for different industry verticals such as healthcare, social media, and retail.


#پردازش_زبان_طبیعی #Nlp

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📘Practical Natural Language Processing: A Comprehensive Guide to Building Real-world Nlp Systems

▪️What you will learn

Understand the wide spectrum of problem statements, tasks, and solution approaches within NLP

Implement and evaluate different NLP applications using machine learning and deep learning methods

Fine-tune your NLP solution based on your business problem and industry vertical

Evaluate various algorithms and approaches for NLP product tasks, datasets, and stages

Produce software solutions following best practices around release, deployment, and DevOps for NLP systems

Understand best practices, opportunities, and the roadmap for NLP from a business and product leader&;s perspective


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📍هشتگ ها را در کانال دنبال کنید 👇

#پردازش_زبان_طبیعی #NLP

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Android Applications Development


➖➖➖➖
🧩 هشتگ ها را در کانال دنبال کنید 👇
#برنامه_نویسی_اندروید
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Android Applications Development


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▪️فیلم های ( زبان فارسی) آموزش زبان کاتلین در ۳۸ جلسه را از این لینک دریافت کنید

▪️فیلم های آموزش مقدماتی برنامه نویسی اندروید را از این لینک دریافت کنید

🧩 برای دسترسی به فیلم های آموزشی و کتابهای موجود در کانال هشتگ ها را در کانال دنبال کنید 👇
#برنامه_نویسی_اندروید
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Node,js Design Patterns

Design and implement production-grade
Node.js applications using proven
patterns and techniques


Author: Mario Casciaro & Luciano Mammino

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📘Node,js Design Patterns


🗃ویدیو آموزشی(زبان فارسی) فریمورک Node js را از این لینک ببینید

#Nodejs
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Serious Python: Black-Belt Advice on Deployment, Scalability, Testing, and More


Author(s): Baker;Danjou, Julien
Publisher: No Starch Press, Inc.,
Description:
"Offers experienced coders advice and tips for improving knowledge of Python coding language. Includes interviews with Python experts and covers a wide range of common topics, from scaling and testing code to designing APIs"--;Starting your project -- Modules and libraries -- Documentation and good API practice -- Handling timestamps and time zones -- Distributing your software -- Unit testing -- Methods and decorators -- Functional programming -- The abstract syntax tree, Hy, and Lisp-like attributes -- Performances and optimizations -- Scaling and architecture -- Managing regional databases -- Write less, code more.

#پایتون
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HOW TO HACK | PRACTICAL GUIDE FOR BEGINNERS (HACKING WITH PYTHON)

Chapter 1: The Fundamentals of Hacking
Chapter 2: Hacking - A Guide for Beginners
Chapter 3: How to Hack with Python
Chapter 4: Basic Computer Security
Chapter 5: Penetration Testing
Chapter 6: Specific Hacking Techniques
Chapter 7: How to Protect Yourself
Conclusion

Download: 
https://mega.nz/file/d81SACCC#7aefFLwGBkeppiFqHj5YqjYMTP_DAxIHMbIoVRFxMJg

#هک #پایتون
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Testing And Securing Web Applications

#امنیت

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📘Testing And Securing Web Applications

#امنیت

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Dive Into Deep Learning
August 2020 and FREE version!!! D2L is the 987-page book that Amazon scientists have compiled over the past two years and has finally been completed... an interactive and ' open source book ' with code, math and discussions.

What makes this book unique is that it was created with Jupyter Notebook and with the idea of ′′ Learning with Practice "... that is, the book in its entirety consists of executable code with adaptations in PyTorch, TensorFlow and MXNet.

1. Free PDF Download: https://d2l.ai/d2l-en.pdf

2. Download the book in 'notebook' format to read and execute locally from web site: https://d2l.ai

#یادگیری_ماشین #پایتون

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DEEP LEARNING WITH PYTORCH

Deep Learning with PyTorch provides a detailed, hands-on introduction to building and training neural networks with PyTorch, a popular open source machine learning framework.

#یادگیری_عمیق #یادگیری_ماشین #پایتون

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DEEP LEARNING WITH PYTORCH

This full book includes:

* Introduction to deep learning and the
* PyTorch library
* Pre-trained networks
* Tensors
* The mechanics of learning
* Using a neural network to fit data
* Using convolutions to generalize
* Real-world examples: Building a neural * network designed for cancer detection
* Deploying to production

#یادگیری_عمیق #یادگیری_ماشین #پایتون

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Learning OpenCV 3: Computer Vision in C++ with the OpenCV Library 1st Edition


Who This Book Is For
This book contains descriptions, working code examples, and explanations of the
C++ computer vision tools contained in the OpenCV 3.x library. Thus, it should be
helpful to many different kinds of users:

Professionals and entrepreneurs
For practicing professionals who need to rapidly prototype or professionally
implement computer vision systems, the sample code provides a quick frame‐
work with which to start. Our descriptions of the algorithms can quickly teach or
remind the reader how they work. OpenCV 3.x sits on top of a hardware acceler‐
ation layer (HAL) so that implemented algorithms can run efficiently, seamlessly
taking advantage of a variety of hardware platforms.

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Learning OpenCV 3: Computer Vision in C++ with the OpenCV Library

#پردازش_تصویر #OpenCV

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FREE COURSE Intro to TensorFlow for Deep Learning

This course is a practical approach to deep learning for software developers

.https://www.udacity.com/course/intro-to-tensorflow-for-deep-learning--ud187

#یادگیری_عمیق
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Effective Python: 59 Specific Ways to Write Better Python

Author(s): Brett Slatkin
Series: Effective Software Development Series
Publisher: Addison-Wesley Professional, Year: 2015
escription:
It's easy to start writing code with Python: that's why the language is so immensely popular. However, Python has unique strengths, charms, and expressivity that can be hard to grasp at first -- as well as hidden pitfalls that can easily trip you up if you aren't aware of them. Effective Python will help you harness the full power of Python to write exceptionally robust, efficient, maintainable, and well-performing code. Utilizing the concise, scenario-driven style pioneered in Scott Meyers's best-selling Effective C++, Brett Slatkin brings together 59 Python best practices, tips, shortcuts, and realistic code examples from expert programmers.
#پایتون
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Effective Python: 59 Specific Ways to Write Better Python

Author(s): Brett Slatkin

Description:

Through realistic examples, Slatkin uncovers little-known Python quirks, intricacies, and idioms that powerfully impact code behavior and performance. You'll learn how to choose the most efficient and effective way to accomplish key tasks when multiple options exist, and how to write code that's easier to understand, maintain, and improve.
Drawing on his deep understanding of Python's capabilities, Slatkin offers practical advice for each major area of development with both Python 3.x and Python 2.x. Coverage includes:
• Algorithms
• Objects
• Concurrency
• Collaboration
• Built-in modules
• Production techniques
• And more

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Practical Oracle SQL: Mastering the Full Power of Oracle Database

Author(s): Kim Berg Hansen
Publisher: APress, Year: 2020

Description:
Write powerful queries using as much of the feature-rich Oracle SQL language as possible, progressing beyond the simple queries of basic SQL as standardized in SQL-92.
Both standard SQL and Oracle's own extensions to the language have progressed far over the decades in terms of how much you can work with your data in a single, albeit sometimes complex, SQL statement. If you already know the basics of SQL, this book provides many examples of how to write even more advanced SQL to huge benefit in your applications, such as:
• Pivoting rows to columns and columns to rows
• Recursion in SQL with MODEL and WITH clauses
• Answering Top-N questions
• Forecasting with linear regessions
• Row pattern matching to group or distribute rows
• Using MATCH_RECOGNIZE as a row
processing engine

#SQL
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✔️What You Will Learn:

▪️Take full advantage of advanced and modern features in Oracle SQL

▪️Recognize when modern SQL constructs can help create better applications

▪️Improve SQL query building skills through stepwise refinement

▪️Apply set-based thinking to process more data in fewer queries

▪️Make cross-row calculations with analytic functions

▪️Search for patterns across multiple rows using row pattern matching

▪️Break complex calculations into smaller steps with subquery factoring

#SQL #علم_داده #پایگاه‌داده

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