How to Write a Machine Learning Engineer Cover Letter (With Template)

A well-written cover letter is key to quickly getting the attention of prospective employers. Among countless job seekers, resumes, and application letters, yours need to stand out on first impression if you want to ensure your job search translates to a new role.

In this post, you will discover:

• Reasons why a well-crafted cover letter is key to professional success, from entry-level roles to senior positions
• Cover letter do’s and dont’s
• A Machine Learning Engineer sample cover letter you can easily adapt and personalize

A well-tailored cover letter: The key to job application success

Ensuring you know how to write a cover letter that is clear, informative, and tailored to the role you are applying to will benefit you in many ways. Well-crafted cover letters have many benefits, which include:

• Showcasing relevance: Tailoring your cover letter allows you to emphasize the most relevant skills, experiences, and achievements that align with the specific job requirements. This immediately captures the attention of the talent acquisition team, recruiters, or human resources reps.
• Demonstrating research: A good cover letter conveys your understanding of the organization's needs and illustrates how you can contribute to its success, signaling to potential employers that you've done your homework.
• Telling your story: Each job application is unique, and a tailored cover letter enables you to craft a personalized narrative. It lets you connect your professional journey with the role's specific challenges and opportunities, making your application more compelling.
• Highlighting cultural fit: Your cover letter allows you to address the company's values, mission, and culture. By aligning your experiences and values with those of the organization, you demonstrate a cultural fit and convey your enthusiasm for being part of the team.
• Addressing specific requirements: Job postings often include specific skills or qualifications the employer is seeking. Tailoring your cover letter enables you to address these requirements directly, showcasing how you possess the desired attributes and can meet the company's expectations.

Cover letter tips

A great cover letter should reflect your professional profile and personality. However, no matter what your cover letter's content is, the tips below will help ensure the message you want to convey is clear and easily accessible to hiring managers.

• Keep it concise: Aim for a cover letter length of 250-400 words. Be succinct in presenting your qualifications and experiences.
• Use a clean layout: Opt for a professional and clean cover letter format with a standard font (e.g., Arial, Calibri, or Times New Roman) and a font size of 10-12 points.
• *Include contact information: Provide your contact information at the top of the cover letter, including your name, phone number, and professional email address.
• Use headers and sections: Organize your cover letter into clear sections with headers such as Introduction, Work Experience, and Achievements for easy readability.
• Maintain a professional tone: Keep the tone of your cover letter professional and upbeat. Avoid overly casual language, and focus on showcasing your skills and experiences.
• Use keywords: Incorporate relevant keywords from the Agile Project Manager job description and company website into your cover letter. This can help your application pass through applicant tracking systems (ATS) used by many employers.
• Highlight achievements with bullet points: Use bullet points to list specific accomplishments or notable projects. This makes it easier for the reader to grasp your accomplishments quickly.
• Use quantifiable data: Whenever possible, include quantifiable data to demonstrate the impact of your achievements. Numbers provide concrete evidence of your contributions.
• Match company tone: Adapt your writing style to match the tone of the company and industry. Research the company's culture to strike the right balance between professionalism and personality.
• Showcase company knowledge: Demonstrate your understanding of the company by referencing its values, mission, or recent achievements. Explain why you're excited about the opportunity to work for this specific organization.
• Address employment gaps (if applicable): If you have employment gaps, briefly address them in a positive light, focusing on any skills or experiences gained during those periods.
• Proofread thoroughly: Eliminate typos and grammatical errors by proofreading your cover letter multiple times. Consider using tools like Grammarly to catch any overlooked mistakes and ensure your English (or any language you use) is correct.
• Include a call to action: Conclude your cover letter with a call to action, expressing your enthusiasm for the opportunity and indicating your readiness for an interview.
• Follow submission instructions: If there are specific instructions for submitting the cover letter, such as naming conventions or document formats, ensure that you adhere to them.
• Save as a PDF: Save your cover letter as a PDF before submitting it. This ensures that the formatting remains consistent across different devices and software.

While understanding the correct steps to write a cover letter is crucial to your professional success, knowing what mistakes to avoid is equally important. The best cover letter can easily be made useless by a tiny blunder. Avoid making the mistakes listed below; you will be halfway to your new job.

• Don't use a generic greeting: Avoid generic salutations like "To whom it may concern," “Dear sir or madam, “ or “Dear hiring manager.“ Whenever possible, address the cover letter to a specific person.
• Don't repeat your resume: An effective cover letter should complement your resume, not duplicate it. Focus on specific experiences and achievements that showcase your qualifications for the role.
• Don't exaggerate or lie: Be truthful in your cover letter. Exaggerating your qualifications or providing false information can harm your chances and damage your professional reputation.
• Don't use unprofessional email addresses: Ensure that the email address you use in your contact information is professional. Avoid using nicknames or unprofessional terms.
• Don't include irrelevant information: Keep your cover letter focused on the job. Avoid including unrelated personal details or experiences that do not contribute to your suitability for the role.
• Don't use jargon unnecessarily: While demonstrating your knowledge is essential, avoid unnecessary jargon that may confuse the reader. Use clear and straightforward language.
• Don't sound overly eager: Expressing enthusiasm is positive but can easily feel unauthentic if overdone.

Remember, the goal of a practical cover letter is to present your qualifications in a clear, organized, and compelling manner while adhering to professional standards.

How to structure your Machine Learning Engineer cover letter

Opening

Express your genuine interest in the Machine Learning Engineer position at [Company Name] in the opening paragraph. Communicate your passion for machine learning, artificial intelligence, and your eagerness to contribute to a team dedicated to developing advanced ML solutions. If applicable, mention any referrals that have influenced your decision to apply for this specific role.

About your current role

Highlight your achievements and machine learning strategies that have positively impacted the success of your current team. Emphasize your role in designing and implementing machine learning models, collaborating with cross-functional teams, and ensuring the delivery of cutting-edge solutions. Demonstrate your proficiency in machine learning frameworks, algorithms, and your ability to tackle complex technical challenges.

Use this section to outline your current responsibilities and ongoing projects, emphasizing how they align with the requirements and objectives of the Machine Learning Engineer role.

About your experience

Detail your hands-on experience in machine learning roles, showcasing your ability to develop and deploy machine learning models, optimize algorithms for performance, and contribute to the entire machine learning lifecycle. Clearly communicate that your machine learning skills and readiness for the role are well-established and up-to-date. 

This section is also an opportunity to highlight any relevant certifications, programming languages, or additional skills you've acquired throughout your career path.

Notable achievements

Highlight notable accomplishments that showcase your effectiveness as a Machine Learning Engineer. Whether you played a key role in deploying a successful machine learning solution, optimizing models for scalability, or contributing to a significant improvement in model accuracy, use this section to concisely mention your achievements, how they were measured, and their impact on the overall success of the machine learning projects you've been involved in.

Why you want to work there

Express your interest in the company by highlighting specific aspects of its initiatives, technology stack, mission, and values that resonate with you. Convey how these align seamlessly with your professional goals and how you envision contributing to the company's success through your expertise in machine learning. Be concise but articulate about your motivations.

Specific projects or initiatives that motivated you to apply

Demonstrate your understanding of the organization by referencing specific projects or initiatives that have captured your interest. Draw connections between these initiatives and your skills and experiences, emphasizing how your contributions align with the company's goals for machine learning development. This shows your genuine interest and proactive approach to aligning with the company's mission.

Closing

In the closing paragraph, reiterate your enthusiasm to contribute to the company's success as a Machine Learning Engineer. Express your eagerness to discuss how your skills align with the company's machine learning objectives and invite the reader to reach out with any questions they may have. Sign off with a professional salutation.

Machine Learning Engineer cover letter template

Get your career rolling with Deel

Your job application is your chance to tell your professional story, and a well-tailored cover letter is your narrative's opening chapter. Remember that personalization is key. Make each word count, emphasizing how your background uniquely positions you as the ideal candidate, and get your dream job. 

Looking for even more inspiration? Discover how to write a stellar cover letter in 5 steps.

Discover more tips and tools to help boost your career further and climb the steps to your dream job on the get-hired content hub.