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[mitsumi1]

Data Science with Python: Munging, Outliers, and Feature Engineering

Published 5/2024
MP4 | Video: h264, 1920x1080 | Audio: AAC, 48 KHz
Language: English | Size: 126.32 MB | Duration: 46m 56s

Learn to preprocess and engineer features from raw data using Python. This course will teach you to handle missing values, detect outliers, create relevant features, and optimize datasets for effective data science projects.


Raw data often contains missing values, outliers, and irrelevant features that can hinder the success of data science projects.
In this course, Data Science with Python: Munging, Outliers, and Feature Engineering, you'll gain the ability to preprocess and engineer features from raw data effectively using Python.
First, you'll explore techniques for handling missing data and imputing missing values to ensure your datasets remain informative and reliable for analysis.
Next, you'll discover methods for detecting and treating outliers using statistical and machine learning approaches, developing strategies to handle them appropriately.
Finally, you'll learn how to create meaningful features from raw data, transform categorical variables, and optimize datasets for efficient analysis by dropping irrelevant columns and reordering them for better readability and processing.
When you're finished with this course, you'll have the skills and knowledge of data munging and feature engineering needed to tackle real-world data science problems, transform raw data into clean, informative datasets, and enhance the performance of your machine learning models.

Homepage:

https://app.pluralsight.com/library/courses/python-data-science-munging-outliers-feature-engineering/table-of-contents

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[mitsumi1]

Designing and Executing an Exploratory Data Analysis Research Plan

Published 12/2023
MP4 | Video: h264, 1920x1080 | Audio: AAC, 48 KHz
Language: English | Size: 117.90 MB | Duration: 1h 10m 59s

This course will teach you how to create an exploratory data analysis research plan to get started on the path to making the best data-driven decisions for your company.


In today's data-driven world, businesses are looking to
make the most effective decisions backed by data. In this course, Designing and Executing an Exploratory Data Analysis Research Plan, you'll gain the ability
to create research reports to present to business
executives to start the foundation of answering a data
science problem.
First, you'll explore what exactly is and the various
components that go into making an exploratory data
analysis research plan.
Next, you'll go step-by-step and actually implement
your own research plan to find some insights into the
data.
Finally, you'll learn how to compile all the
information into a cohesive and informative manner to
present to other people.
When you're finished with this course, you'll have the
skills and knowledge to create an effective
exploratory data analysis research plan needed to find
insights within
data and present it to the executives
of a company.

Homepage:

https://app.pluralsight.com/library/courses/exploratory-data-analysis-designing-executing-research-plan/table-of-contents

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[mitsumi1]

DevSecOps: Adding Security Testing Tools to Pipelines

Published 3/2024
MP4 | Video: h264, 1920x1080 | Audio: AAC, 48 KHz
Language: English | Size: 592.79 MB | Duration: 1h 59m 46s

Automated security testing can be daunting to start with. This course will teach you which tools you can easily implement into your existing CI/CD pipelines and what results can be expected with each tool.


You want to start implementing automated security tests into your existing
CI/CD pipelines.
In this course,
DevSecOps: Adding Security Testing
Tools to Pipelines,
you'll learn to
select the right tool for the right job.
First, you'll explore
several tools
that can detect secrets.
Next, you'll
discover
how to add static and dynamic application security testing tools
to pipelines.
Finally, you'll learn how to
perform software composition
analysis.
When you're finished with this course, you'll have the skills
and knowledge of
automated security testing
needed to
properly
implement automated security testing into pipelines: from automatically
detecting secrets in your source code all the way to running scans against a
running application.

Homepage:

https://app.pluralsight.com/library/courses/devsecops-security-testing-tools-pipelines-adding/table-of-contents

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[mitsumi1]

Django Fundamentals

Reindert-Jan Ekker | Duration: 2:51 h | Video: H264 1920x1080 | Audio: AAC 48 kHz 2ch | 452 MB | Language: English

Django is the most popular and mature Python web development framework. It lets you build better web apps quicker, with less code. In this course, you will learn how to build your first web application with Django and Python.
Django is one of the most popular frameworks for web development with Python. In this course, Django Fundamentals, you will learn foundational knowledge of Django. First, you will install and setup your first Django project. Next, you will discover how to use Django views and templates to serve web pages. Finally, you will explore how to use the Django model layer to save user data in a database. When you're finished with this course, you will have the skills and knowledge of Django needed to create and maintain a website in Django.

Homepage:

https://www.pluralsight.com/courses/fundamentals-django

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[mitsumi1]

Documenting and Communicating a Generative AI Strategy

Published 6/2024
MP4 | Video: h264, 1920x1080 | Audio: AAC, 48 KHz
Language: English | Size: 26.47 MB | Duration: 13m 57s

Learning how to document and communicate a generative
AI strategy is essential for enhancing business operations. It
is absolutely critical in remaining competitive.
In this course, Documenting and Communicating a
Generative AI Strategy, you will develop the skills necessary
to effectively implement generative AI in your organization.
First, you'll learn about the best practices for defining your
generative AI North Star.
Next, you'll assess organizational readiness by evaluating
your current infrastructure and identifying gaps.
Then, you'll create a roadmap for AI adoption,
dividing the process into manageable phases.
Finally, you'll align generative AI with your business
strategy, ensuring that AI objectives support long-term
competitiveness and integrate with other digital
transformation initiatives.
Upon completing this course, you'll gain the skills and
knowledge necessary for documenting and
communicating a generative AI strategy.

Homepage:

https://app.pluralsight.com/library/courses/documenting-communicating-generative-ai-strategy/table-of-contents

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[mitsumi1]

Embrace a Growth Mindset

Published 8/2024
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 55m | Size: 546 MB

Growth Mindset, Personal Developement


What you'll learn
Introduce the concept of a growth mindset and its benefits for personal and professional transformation.
To challenge one's limiting beliefs and foster a growth mindset by encouraging self-reflection, reframing negative thoughts, and embracing new possibilities.
To equip learners with the mindset and skills required to cultivate a growth-oriented culture within their teams and organisations.
To learn to embrace challenges, persist in the face of setbacks, and foster a positive and adaptable work environment.
Requirements
There are no requirements or prerequisites for this course.
Description
"Embracing a Growth Mindset" is an in-depth course designed for professionals looking to revolutionize their approach and organizational impact through the adoption of a growth mindset. This powerful mindset revolves around the belief that intelligence and abilities are not fixed traits but can be developed through commitment, hard work, and persistence. This course unfolds over a period of four weeks, combining a series of live sessions, interactive workshops, and self-guided activities that address various aspects of a growth mindset in the workplace.The course begins by introducing the concept of a growth mindset, underpinned by the latest research and psychological studies that highlight its benefits in a professional setting. Participants will engage in activities that help them identify their own mindset orientations and uncover potential areas where a fixed mindset may still be influencing their decision-making and work style. Through personalized assessments and reflective exercises, professionals will gain insights into how their mindset impacts their performance and their team's dynamics.As the course progresses, participants will explore practical strategies and techniques to foster a growth mindset within their teams. This includes learning how to frame challenges and failures as opportunities for growth and development, which is crucial for building resilience and adaptability. Participants will be equipped with tools to create an environment that encourages curiosity, open-mindedness, and the pursuit of learning, rather than a fear of failure.Interactive workshops will allow participants to practice these strategies in real-time scenarios, facilitating role-plays and discussions that mimic everyday workplace challenges. This hands-on approach ensures that participants can see the effects of a growth mindset in action and learn how to apply these principles effectively within their own teams.In addition to fostering personal and team growth, the course also covers methods to sustain these practices within an organization. Participants will learn how to embed a culture of continuous learning and adaptability, ensuring that growth mindset practices become integral to their organization's ethos. This section of the course addresses how to align company policies, reward systems, and communication to support a growth-oriented culture.Designed for both seasoned and emerging professionals across all industries, "Embracing a Growth Mindset" not only enhances individual skills but also propels teams and entire organizations towards greater innovation and success. Upon completion, participants will have a toolkit of strategies to help them and their teams overcome obstacles, capitalize on opportunities, and drive meaningful progress in their professional landscapes.By fostering a mindset that views capabilities as expandable and improvable, this course promises to transform not just individual professionals, but also the teams and organizations they influence, making it an invaluable investment for anyone committed to achieving extraordinary results and fostering an environment of ongoing development and achievement.
Who this course is for
Those who want to step out of their comfort zone to embrace new possibilities with confidence
Those who want to identify when they're showing up with a fixed mindset, and understand how a growth mindset might better serve them
Those who want to grow in their career and experience greater joy and fulfillment in life
If you already feel like you're exercising a growth mindset in every dimension of life -- you're comfortable taking risks, willing to fail, embrace feedback, and are a life-long learner, this course may NOT be for you.

Homepage:

https://www.udemy.com/course/embrace-a-growth-mindset/

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[mitsumi1]

Encoder-Decoder Architecture

Published 6/2024
MP4 | Video: h264, 1920x1080 | Audio: AAC, 48 KHz
Language: English | Size: 97.38 MB | Duration: 28m 50s

This course gives you a synopsis of the encoder-decoder architecture, which is a powerful and prevalent machine learning architecture for sequence-to-sequence tasks such as machine translation, text summarization, and question answering.


This course gives you a synopsis of the encoder-decoder architecture, which is a powerful and prevalent machine learning architecture for sequence-to-sequence tasks such as machine translation, text summarization, and question answering. You learn about the main components of the encoder-decoder architecture and how to train and serve these models. In the corresponding lab walkthrough, you'll code in TensorFlow a simple implementation of the encoder-decoder architecture for poetry generation from the beginning.

Homepage:

https://app.pluralsight.com/library/courses/encoder-decoder-architecture/table-of-contents

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[mitsumi1]

Ethics for Computer Vision

Published 6/2024
MP4 | Video: h264, 1920x1080 | Audio: AAC, 48 KHz
Language: English | Size: 45.97 MB | Duration: 24m 14s

Explore the ethical landscape of computer vision and its impact on society. This course will teach you how to navigate and address the ethical challenges associated with computer vision.


The rapid advancement of computer vision technology brings significant ethical challenges, such as privacy concerns, bias, and legal implications. In this course, Ethics for Computer Vision, you'll learn to navigate and address these ethical challenges. First, you'll explore the ethical concerns related to computer vision, including fraud, bias, and privacy issues. Next, you'll discover how to analyze ethical dilemmas and current challenges in the field through case studies. Finally, you'll learn how to apply global regulations, industry standards, and best practices to ensure ethical compliance in computer vision applications. When you're finished with this course, you'll have the skills and knowledge of computer vision ethics needed to make responsible and informed decisions in your professional role.

Homepage:

https://app.pluralsight.com/library/courses/ethics-computer-vision/table-of-contents

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[mitsumi1]

Exploratory Data Analysis with Complex Data Sets in Python

Published 11/2023
MP4 | Video: h264, 1920x1080 | Audio: AAC, 48 KHz
Language: English | Size: 92.26 MB | Duration: 45m 52s

In this course, master Exploratory Data Analysis (EDA) using Python. Dive deep into complex data sets, extract insights, and elevate your data science proficiency.


Data scientists often deal with complex, multidimensional datasets that
can be overwhelming even for experienced professionals.
In this course, Exploratory Data Analysis with Complex Data Sets in Python,
you'll gain the ability to uncover patterns, relationships, and insights from
intricate datasets.
First, you'll explore the foundational principles of Exploratory Data
Analysis (EDA) and its significance in data science. Next, you'll
discover effective techniques and strategies tailored for EDA in
Python, ensuring you can easily navigate even the most complicated data
sets.
Finally, you'll learn how to craft precise research questions to guide your
analytical explorations, setting the stage for robust and actionable insights.
When you're finished with this course, you'll have the skills and knowledge
of advanced EDA techniques needed to elevate your data science projects
and deliver impactful results.

Homepage:

https://app.pluralsight.com/library/courses/python-exploratory-data-analysis-complex-data-sets/table-of-contents

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[mitsumi1]

Introduction to Crystals by Nordic Witch

Published 8/2024
MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 58m | Size: 357 MB

Unlock the secrets of crystals: their properties, uses, and healing potential for beginners.


What you'll learn
Understand the basic properties and types of crystals.
Learn how to select, cleanse, and charge crystals.
Explore the healing potential and energy of crystals.
Apply crystals in daily life for wellness and spiritual growth.
Requirements
An open mind and a curiosity about the metaphysical world.
Description
Are you intrigued by the mystical world of crystals and eager to learn how to harness their power? This beginner-friendly course, "Introduction to Crystals," is designed to guide you through the essential knowledge and practices needed to understand and use crystals effectively in your life.The course begins with a solid foundation in crystal basics. You'll explore what crystals are, their historical and cultural significance, and the fascinating geological processes behind their formation. We'll also delve into the science of crystal structures and their metaphysical properties, offering you a balanced perspective on their practical and mystical aspects.As you progress, you'll learn how to select the right crystals for your needs, using both intuitive and energy-based approaches. We'll cover essential techniques for cleansing your crystals to maintain their purity and potency, as well as methods for charging and programming them to align with your intentions.The course also dives deep into the healing properties of crystals. You'll discover how crystals interact with energy fields and how to create a personal crystal healing kit tailored to your needs. Detailed overviews of popular crystals such as amethyst, rose quartz, and clear quartz will equip you with practical knowledge for everyday use.In the practical applications section, you'll learn how to incorporate crystals into meditation, balance your emotions, and enhance your spiritual growth. We'll provide tips on integrating crystals into various aspects of your daily life, from your home environment to personal adornment.We'll also explore the spiritual and magical practices involving crystals. You'll learn about the role of crystals in modern witchcraft, including how to use them in rituals and spells. Additionally, we'll guide you through using crystals for manifestation, amplifying your intentions, and attracting what you desire. Importantly, we'll address the ethical aspects of crystal use, focusing on mindful sourcing and respectful practices.By the end of this course, you'll have a comprehensive understanding of crystals, their properties, and how to use them in various aspects of your life, from healing to spiritual practices. Whether you're looking to improve your well-being, deepen your spiritual practice, or simply explore a new interest, this course provides the knowledge and tools you need to get started.Embark on this journey to unlock the secrets of crystals and discover how they can bring balance, positivity, and transformation into your life.Course Structure:Section 1: Introduction to CrystalsLecture 1: What Are Crystals?Definition and basic understanding of crystals.Brief history and cultural significance.Lecture 2: How Crystals Are FormedGeological processes behind crystal formation.Types of crystals and their characteristics.Lecture 3: The Science and Metaphysics of CrystalsThe science of crystal structures.Introduction to the metaphysical properties of crystals.Section 2: Selecting and Caring for Your CrystalsLecture 4: How to Choose the Right CrystalFactors to consider when selecting a crystal.Intuition and energy-based selection.Lecture 5: Cleansing Your CrystalsVarious methods for cleansing crystals (water, sage, sound, etc.).Importance of cleansing crystals regularly.Lecture 6: Charging and Programming CrystalsTechniques to charge crystals with energy.How to program crystals for specific intentions.Section 3: Crystals and Their Healing PropertiesLecture 7: Introduction to Crystal HealingBasic principles of crystal healing.How crystals interact with energy fields.Lecture 8: Common Crystals and Their UsesOverview of popular crystals (amethyst, rose quartz, clear quartz, etc.).Specific healing properties and uses.Lecture 9: Creating a Crystal Healing KitEssential crystals for a beginner's healing kit.How to use them in daily practice.Section 4: Practical Applications of CrystalsLecture 10: Using Crystals in MeditationTechniques for meditating with crystals.Benefits of incorporating crystals into your meditation practice.Lecture 11: Crystals for Emotional and Spiritual BalanceHow to use crystals to balance emotions and enhance spiritual growth.Crystals for grounding, protection, and positivity.Lecture 12: Integrating Crystals into Your Daily LifeSimple ways to incorporate crystals into your home, work, and personal life.Tips for wearing and carrying crystals.Section 5: Crystals in Spiritual and Magical PracticesLecture 13: Using Crystals in WitchcraftRole of crystals in modern witchcraft.How to incorporate crystals into rituals and spells.Lecture 14: Crystals for ManifestationHow to use crystals to amplify intentions and manifest desires.Practical techniques for manifestation with crystals.Lecture 15: Crystal EthicsEthical sourcing of crystals.Respectful and mindful use of crystals in spiritual practices.Section 6: Conclusion and Next StepsLecture 16: Summary and ReviewRecap of key concepts learned in the course.How to continue your journey with crystals.
Who this course is for
Anyone interested in learning about crystals and their uses.
Beginners curious about spiritual wellness and energy healing.

Homepage:

https://www.udemy.com/course/introduction-to-crystals-course/

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[mitsumi1]

Lick Library - Disturbed Guitar Lessons

John Connearn | Duration: 0:22 h | Video: H264 1920x1080 | Audio: AAC 48 kHz 2ch | 536 MB | Language: English

Disturbed's "Down with the Sickness" is an iconic track that has left a lasting impact on the rock and metal genres. Our comprehensive guitar lesson at LickLibrary.com guides you through the song, highlighting the key guitar techniques used to create its distinctive sound. This lesson, taught by John Connearn, is perfect for guitarists looking to expand their skills and dive deep into the powerful playing style that defines much of Disturbed's music.
1. Down With The Sickness[22:32]

Homepage:

https://www.licklibrary.com/learn/artists/disturbed

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[mitsumi1]

Lick Library - Huey Lewis & The News Guitar Lessons

Sam Bell | Duration: 0:16 h | Video: H264 1920x1080 | Audio: AAC 48 kHz 2ch | 376 MB | Language: English

The biggest hit of 1985? Possibly. Learn how to play The Power Of Love by Huey Lewis & The News in this guitar lesson with Sam Bell. Sam teaches that killer double stop guitar riff, the power chords and the full guitar solo; taking you back to the future in style!
1. The Power Of Love[16:38]

Homepage:

https://www.licklibrary.com/learn/artists/huey-lewis-the-news

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[mitsumi1]

Lick Library - Jason Mraz Guitar Lessons

Tom Quayle | Duration: 0:14 h | Video: H264 1920x1080 | Audio: AAC 48 kHz 2ch | 344 MB | Language: English

If you're looking for an easy song to learn on the guitar or just feel like strumming through a great pop tune then how about this 'Live High' Jason Mraz easy guitar lesson. You'll learn how to play the chords for 'Live High' plus everything you need to play along with the track with confidence.
1. Live High[14:28]

Homepage:

https://www.licklibrary.com/learn/artists/jason-mraz

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[mitsumi1]

Lick Library - Jeff Buckley Guitar Lessons

Mitch Laddie | Duration: 0:29 h | Video: H264 1920x1080 | Audio: AAC 48 kHz 2ch | 681 MB | Language: English

In this guitar lesson, Mitch Laddie teaches you how to play the hauntingly beautiful guitar parts for the Jeff Buckley version of Hallelujah. Across two guitar tutorials, you'll learn the guitar chords and parts in detail. Before you get started, you will need your capo for this one!
1. Hallelujah [29:55]

Homepage:

https://www.licklibrary.com/learn/artists/jeff-buckley

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[mitsumi1]

Lick Library - Kate Bush Guitar Lessons

Sam Bell | Duration: 0:36 h | Video: H264 1920x1080 | Audio: AAC 48 kHz 2ch | 878 MB | Language: English

At Licklibrary.com, we are excited to introduce our latest guitar tutorial: "Learn to Play Running Up That Hill by Sam Bell". This detailed lesson is designed not only to teach you how to play this iconic song but also to enhance your guitar skills through mastering specific techniques. Whether you are an aspiring guitarist or an experienced player looking to refine your skills, this lesson from Sam Bell provides valuable insights and practical instructions to help you excel.
1. Running Up That Hill[36:52]

Homepage:

https://www.licklibrary.com/learn/lessons/sam-bell/running-up-that-hill

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