how to become a machine learning engineer (2024 Guide)

Machine Learning Engineer Cover Letter Examples

BrainStation’s Machine Learning Engineer career guide is intended to help you take the first steps toward a lucrative career in machine learning. Read on for Machine Learning Engineer cover letter examples that will help you write a great cover letter.

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What are Machine Learning Cover Letters?

Machine learning cover letters are brief documents submitted when applying for a Machine Learning Engineer job opening. The cover letter explains why you are the best candidate for the job. Your machine learning cover letter should describe your skills and experience and how you can help the company meet their goals.

Machine Learning Cover Letters – a Step-by-Step Guide

When applying for a machine learning job, you will likely be competing with many other skilled candidates. Consider these best practices to make your cover letter stand out.

Write a new cover letter for each application. Employers are looking for candidates who are passionate about machine learning and eager to join their company. The best way to convey your enthusiasm is by creating a personalized letter for each application. Reference specific skills and qualifications the company is seeking. Explain why that particular role interests you.

Research the company. Before writing your cover letter, take some time to browse through the company’s website. Learn more about their work, objectives and challenges. This research will help you create a more tailored cover letter.

Don’t repeat your resume. Expand on the bullet points listed in your resume. For example, explain how you approached a project or the steps you took to accomplish a goal. Paint a picture of your experiences and accomplishments.

Think about what the company needs. Your cover letter should be framed around how you can help the company. Identify challenges the company is facing and explain why you are the perfect person to solve them.

Highlight relevant experiences. You may have several machine learning projects that you are proud of, but focus on the most relevant ones. Refer back to the job description to identify what the company is looking for. Highlight skills and projects that reflect those specific qualifications.

Emphasize your strengths. If you are new to the field, you may still be building upon your machine learning work experience. In this case, focus on your transferable skills. For example, if you have a background in programming or statistics, emphasize how these would translate well to a Machine Learning Engineer position.

Keep it short and focused. Your machine learning cover letter should be one page maximum. Focus on sharing your most relevant skills and experiences.

Edit and proofread. After you have finished drafting your cover letter, set it aside for a few hours or days. When you return to it with fresh eyes, you may find some changes you want to make. Before submitting, run your document through a spelling and grammar checker and read it out loud to catch any additional errors.

Getting Started – What is the Purpose of the Cover Letter?

A cover letter is a way of introducing yourself to an employer. Companies may receive hundreds of similar resumes for a Machine Learning Engineer job opening. You need a way to stand out. Cover letters should tell a story about how your education, training and experience fit together to make you the right candidate. Through your cover letter, employers should understand the value you could bring to their company.

How to Create an Outline for a Machine Learning Engineer Cover Letter

A general outline you can follow for your Machine Learning Engineer cover letter is:

  1. Heading, including your name and contact information
  2. Date
  3. The Hiring Manager’s name and title, and the company’s name and address
  4. Greeting
  5. Introductory paragraph
  6. Body paragraph(s)
  7. Closing paragraph
  8. Sign off

What to Include in Your Machine Learning Cover Letter?

Include a heading, salutation, strong introduction, overview of relevant skills, synopsis of your machine learning experience, explanation of why you are applying and polite closing in your machine learning cover letter.

Heading: At the top of your cover letter, add your name, email address and phone number. You can also include a link to your portfolio, GitHub and/or LinkedIn.

Salutation: When possible, include a personal salutation to the Hiring Manager. You may need to dig around for their name. Check the job posting, company website, LinkedIn, or call the company’s front office. Personal greetings make more of an impact.

Introduction: Craft an engaging first paragraph that will grab the Hiring Manager’s attention. Consider sharing your passions, highlighting a major work accomplishment or explaining why you are excited to apply.

Relevant skills: Highlight important skills, like programming, probability, statistics, and data modeling and evaluation. Match your skills with what is listed on the job description.

Machine learning experience: Describe your past machine learning experience and explain the impact of your work. Focus on your accomplishments rather than job duties. Explain how your skills and experience would benefit the company.

Reasons for applying: Passion and enthusiasm can help you stand out among other job candidates. Explain why you want to join the company and why the role interests you.

Closing: Be polite and gracious in your closing. Reiterate your skills and interests, and encourage the Hiring Manager to contact you to arrange an interview.

Machine Learning Engineer Cover Letter Examples

Here are a few examples of Machine Learning Engineer cover letters. You can refer to these as you begin drafting your cover letter.

Example #1

Dear [Hiring Manager Name],

My passion for programming and expertise in implementing machine learning models would make me an excellent addition to your team. I am excited to apply for the Machine Learning Engineer position at XYZ Company.

As the Machine Learning Intern at 123 Technology, I have excelled at designing and developing machine learning and deep learning systems. By implementing a machine learning algorithm into our e-commerce processes, we were able to analyze our customers’ behavior. As a result, the development team redesigned our website, resulting in a 20% increase in the number of purchases made this month.

Now that XYZ Company is looking to move into e-commerce, I can bring my related experience and expertise to help you build successful selling processes. I think you have a revolutionary product, and I would be so excited to help you reach a wider audience.

I’m confident my skills and experience can help XYZ Company reach their goals. I would be happy to further discuss my interest in the position. Please feel free to contact me anytime for an interview.

Thank you for your consideration.

[Full Name]

Example #2

Hello [Hiring Manager Name],

I was elated to see an opening for a Senior Machine Learning Engineer with XYZ Company. I can’t wait to bring my experience in developing algorithms and devising high-performance machine learning systems to your team.

Currently, I am the Machine Learning Engineer at 123 Technology. I am experienced in data visualization, predictive analysis, statistical modeling and machine learning algorithms. I supervise the model development, testing and validation of all our products and services. In addition, I recently developed a successful algorithm to understand customer behavior, which helped our marketing campaigns reach 58% more of our target market. With my experience, I am confident I would be a valuable asset to your team.

I admire how XYZ Company always puts their customers first. I want to help create simple, customized and data-driven experiences. As someone who has been passionate about machine learning for a long time, I would love to join your team and help your company grow.

Thank you for your time and consideration. I am eager to discuss my qualifications further. Please feel free to contact me to set up a time to chat. I look forward to hearing from you.


[Your Name]

Machine Learning Engineer Cover Letter Template

[Full Name]
[Phone Number]
[Portfolio, LinkedIn]


[Hiring Manager’s Name]
[Hiring Manager’s Job Title]
[Company Name]
[Company Address]

Dear [Hiring Manager Name],

With my experience in [list relevant expertise], I am eager to join [company] as a [job title]. I am skilled in [list skill] and [list skill], and I think I would make a great addition to your team. As the [current/past job] at [current/previous company], I am responsible for [list main responsibilities]. Through my work, our team has [discuss major accomplishments]. I’m particularly impressed by [discuss one of the company’s projects or values]. I would love to join your team because [reasons you are excited about the company]. I feel that I would be a great fit for your team. As the [job title], I would help [company] achieve their goals by [list ways you would help their company]. I have included my resume with more information about my skills, education and work experiences. Please feel free to contact me at [contact information] to set up a time to talk. Thank you very much for your time and consideration.


[Full Name]