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7. Python を使ったサイバーセキュリティ タスクの自動化

Google Career Certificates

Google サイバーセキュリティ プロフェッショナル認定証の 7 つめのコースです。各コースでは初級サイバーセキュリティの職に必要なスキルを身につけることができます。

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Google サイバーセキュリティ プロフェッショナル認定証の 7 つめのコースです。各コースでは初級サイバーセキュリティの職に必要なスキルを身につけることができます。

このコースでは、プログラミング言語 Python を学び、サイバーセキュリティの現場でタスクを自動化するために適用します。まず、データ型、変数、条件文、イテレーション ステートメント(繰り返し構文)の処理など、Python によるプログラミングの基本的な概念に焦点を当てます。また関数の作成、ライブラリやモジュールの使用、コードの可読性など、Python を効果的に使用するための知識も身につけます。さらに文字列やリストのデータを扱い、ファイルのインポート、パース、デバッグの方法についても学んでいきます。

サイバーセキュリティの分野で働いている現職の Google 社員が最適なツールやリソースを使って一般的なサイバーセキュリティの業務を遂行する実践的な方法を指導します。また就職活動への準備も手助けします。

この認定プログラムを修了すると、エントリーレベルのサイバーセキュリティの職に応募できるようになります。過去の業務経験は不要です。

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What's inside

Syllabus

入門編:Python
ここでは、プログラミング言語 Python について、また Python がサイバーセキュリティでどのように活用されているかを学びます。またデータ型や変数、条件文、反復文など、Python の基本的な概念についても学びます。
効果的な Python コードを記述する
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ここでは、Python を扱うスキルをさらに向上させます。具体的には、Python のビルトイン関数とユーザー定義関数について学びます。また、モジュールが再利用可能なコードへのアクセスを提供する方法についても学び、最後にコードを読みやすくします。
文字列とリストを扱う
ここでは、Python で文字列やリストを扱うための選択肢を増やし、これらのデータ型に当てはまるメソッドを見つけ出します。この知識を応用して、短いアルゴリズムを書きます。最後に、正規表現を使用して文字列のパターンを検索します。
実践編:Python
ここでは、Python を使ったサイバーセキュリティ関連のタスクの自動化に焦点を当て、ファイルを扱う作業を実践します。まずファイルを開き資料を読み込み、次にファイルの解析とその内容の構造化について学びます。最後に、コードをデバッグする方法についても学んでいきます。

Good to know

Know what's good
, what to watch for
, and possible dealbreakers
対象者は、サイバーセキュリティのキャリアをスタートしたい方またはスキルを磨きたい方です。
サイバーセキュリティのプロによって指導され、実践的なスキルを身につけることができます。
Google Career Certificates が認定しており、エントリーレベルのサイバーセキュリティの職応募に役立ちます。
過去の実務経験がなくても受講できます。
Python プログラミングの基本から習得できます。

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Career center

Learners who complete 7. Python を使ったサイバーセキュリティ タスクの自動化 will develop knowledge and skills that may be useful to these careers:
Cybersecurity Analyst
Cybersecurity Analysts protect computer systems, networks, and data from cyber threats. They use their skills in computer science and information security to prevent, detect, and respond to cyber attacks. This course can help you build a foundation in Python programming, which is a valuable skill for Cybersecurity Analysts. Python is used in a variety of cybersecurity applications, such as intrusion detection, malware analysis, and data forensics.
Information Security Analyst
Information Security Analysts plan and implement security measures to protect an organization's information systems and data. They use their knowledge of information security principles and best practices to identify and mitigate security risks. This course can help you build a foundation in Python programming, which is a valuable skill for Information Security Analysts. Python is used in a variety of information security applications, such as vulnerability assessment, risk management, and incident response.
Security Engineer
Security Engineers design, implement, and maintain security systems for organizations. They use their knowledge of security principles and best practices to protect organizations from cyber threats. This course can help you build a foundation in Python programming, which is a valuable skill for Security Engineers. Python is used in a variety of security applications, such as vulnerability management, risk assessment, and incident response.
Network Security Engineer
Network Security Engineers design, implement, and maintain network security systems. They use their knowledge of network security principles and best practices to protect networks from unauthorized access and attacks. This course can help you build a foundation in Python programming, which is a valuable skill for Network Security Engineers. Python is used in a variety of network security applications, such as firewall configuration, intrusion detection, and traffic analysis.
Data Scientist
Data Scientists use their knowledge of data science principles and best practices to extract insights from data. They use a variety of tools and techniques, including Python, to analyze data and identify patterns and trends. This course can help you build a foundation in Python programming, which is a valuable skill for Data Scientists. Python is used in a variety of data science applications, such as data analysis, machine learning, and artificial intelligence.
Software Engineer
Software Engineers design, develop, and maintain software systems. They use their knowledge of software engineering principles and best practices to create software that is reliable, secure, and efficient. This course can help you build a foundation in Python programming, which is a valuable skill for Software Engineers. Python is used in a variety of software development applications, such as web development, mobile development, and data science.
Computer Programmer
Computer Programmers use their knowledge of programming languages and software development principles to create and maintain software applications. They use a variety of programming languages, including Python, to develop software that meets the needs of users. This course can help you build a foundation in Python programming, which is a valuable skill for Computer Programmers. Python is used in a variety of software development applications, such as web development, mobile development, and data science.
Web Developer
Web Developers design, develop, and maintain websites. They use their knowledge of web development principles and best practices to create websites that are user-friendly, accessible, and efficient. This course can help you build a foundation in Python programming, which is a valuable skill for Web Developers. Python is used in a variety of web development applications, such as web development frameworks, content management systems, and e-commerce platforms.
DevOps Engineer
DevOps Engineers work to bridge the gap between development and operations teams. They use their knowledge of both software development and IT operations to create and maintain software systems that are reliable, secure, and efficient. This course can help you build a foundation in Python programming, which is a valuable skill for DevOps Engineers. Python is used in a variety of DevOps applications, such as continuous integration, continuous delivery, and infrastructure automation.
Database Administrator
Database Administrators design, implement, and maintain databases. They use their knowledge of database principles and best practices to ensure that databases are reliable, secure, and efficient. This course can help you build a foundation in Python programming, which is a valuable skill for Database Administrators. Python is used in a variety of database administration applications, such as database migration, data backup, and performance tuning.
IT Manager
IT Managers plan, implement, and manage IT systems for organizations. They use their knowledge of IT principles and best practices to ensure that IT systems are reliable, secure, and efficient. This course may help you build a foundation in Python programming, which is a valuable skill for IT Managers. Python is used in a variety of IT management applications, such as IT asset management, IT service management, and IT security management.
Cloud Engineer
Cloud Engineers design, build, and maintain cloud computing systems. They use their knowledge of cloud computing principles and best practices to create and maintain cloud systems that are reliable, scalable, and cost-effective. This course may help you build a foundation in Python programming, which is a valuable skill for Cloud Engineers. Python is used in a variety of cloud computing applications, such as cloud automation, cloud security, and cloud data analytics.
IT Auditor
IT Auditors review and evaluate IT systems and processes to ensure that they are operating in accordance with applicable laws and regulations. They use their knowledge of IT auditing principles and best practices to identify and mitigate IT risks. This course may help you build a foundation in Python programming, which is a valuable skill for IT Auditors. Python is used in a variety of IT auditing applications, such as IT risk assessment, IT compliance auditing, and IT forensic auditing.
IT Consultant
IT Consultants provide consulting services to organizations on a variety of IT topics. They use their knowledge of IT principles and best practices to help organizations improve their IT systems and processes. This course may help you build a foundation in Python programming, which is a valuable skill for IT Consultants. Python is used in a variety of IT consulting applications, such as IT strategy consulting, IT security consulting, and IT project management consulting.
IT Security Manager
IT Security Managers plan, implement, and manage IT security systems for organizations. They use their knowledge of IT security principles and best practices to protect organizations from cyber threats. This course may help you build a foundation in Python programming, which is a valuable skill for IT Security Managers. Python is used in a variety of IT security applications, such as IT security risk assessment, IT security incident management, and IT security forensics.

Reading list

We've selected nine books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in 7. Python を使ったサイバーセキュリティ タスクの自動化.
マルウェア分析の包括的なガイド。マルウェアの仕組み、検出、分析方法をカバーしています。
この本は、プログラミングの基礎を学習するのに役立ちます。Pythonの構文、データ型、制御フローについて説明しています。また、プロジェクトベースのアプローチを採用しており、実際のタスクでPythonの使用方法を学ぶことができます。
Concise and practical guide to using Python for data analysis. It covers essential topics such as data cleaning, data exploration, and data visualization.
Teaches you how to use Python to automate repetitive tasks. It great resource for anyone who wants to learn how to use Python for practical purposes.
ソーシャルエンジニアリングの達人であるケビン・ミットニックによる、ソーシャルエンジニアリングの技術と防止策に関する本。
この本は、Pythonを使用してタスクを自動化する方法を学習するのに役立ちます。Webスクレイピング、データ処理、ファイル操作に関する実践的な例を多数掲載しています。
Classic in the field of cybersecurity. It provides a unique perspective on the human element of security, and how attackers can exploit it. While not directly related to Python, it valuable read for anyone interested in cybersecurity.
この本は、Pythonを使用してデータ分析を行う方法を学習するのに役立ちます。Pandas、NumPy、Matplotlibなどの主要なライブラリの使い方を説明しています。
この本は、Pythonを使用して機械学習モデルを作成する方法を学習するのに役立ちます。Scikit-Learn、Keras、TensorFlowなどの主要なライブラリの使い方を説明しています。

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