Machine Learning Jobs in Washington DC

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Looking for Machine Learning jobs in Washington DC? Browse our curated listings with transparent salary information to find the perfect Machine Learning position in the Washington DC area.

Treasury Analyst

Company: Alarm.com

Location: Washington DC

Posted Aug 05, 2023

The categories of Personal Information that we may collect include your name, government-issued identification number(s), email address, mailing address, other contact information, emergency contact information, employment history, educational history, criminal record, and demographic information. And every day, we’re innovating new technologies in rapidly evolving spaces including AI, video analytics, facial recognition, machine learning, energy analytics, and more.  We’re seeking those who are passionate about creating change through technology and who want to make a lasting impact on the world around them. For more information, please visit www.alarm.com.COMPANY BENEFITSAlarm.com offers competitive pay and benefits including a wide choice of healthcare options with generous company subsidy, a health savings account option with company contribution, 401(k) with employer match, paid holidays and paid time off increasing with tenure, paid maternity and paternity leave, company paid STD/LTD and life insurance, flexible spending accounts, and a casual dress work environment.Alarm.com is an Equal Opportunity EmployerIn connection with your application, we collect information that identifies, reasonably relates to or describes you (“Personal Information”). We collect and use those categories of Personal Information about you for human resources and other business management purposes, including identifying and evaluating you as a candidate for potential or future employment or future positions, recordkeeping in relation to recruiting and hiring, conducting criminal background checks as permitted by law, conducting analytics, and ensuring compliance with applicable legal requirements and Company policiesJR103601  More than 7.6 million home and business owners depend on our solutions every day to make their properties safer, smarter, and more efficient. We even have a committee dedicated to hosting a stand-out holiday party, happy hours, and other fun corporate events.COMPANY INFOAlarm.com is the leading cloud-based platform for smart security and the Internet of Things. The Treasury Analyst will respond to all internal and external requests for information and guidance and help to drive a culture of compliance related to Cash Management, Risk Management and Corporate Tax across the company.  This position will report directly to the VP & Corporate Controller. ROLE AND RESPONSIBILITIESBe the contact to our commercial banking representative to assist in set up of all accounts, verify transactions or any other requests Track all required periodic payments and ensure they are forecasted and paid as requiredDownload Daily Bank ExportsResearch and Validate ACH Returns and Positive Pay TransactionsImport GL Imports to General LedgerInitiate Daily Fundings as neededInitiate Internal Transfers as neededInitiate Payments (as needed)Assist with Daily Settlement SheetPost cash receipts QUALIFICATIONS AND EDUCATION REQUIREMENTSBachelor’s degree in Finance, Accounting, Business, or another related field2+ years of banking experienceKnowledge of Microsoft ExcelExperience in multiple local and state taxesStrong financial analysis skills and ability to interpret dataKnowledge of bank reconciliation and/or GAAP accountingExcellent written and verbal communication skillsStrong analytical and critical thinking skillsAbility to work both independently and collaboratively with different levels of employeesWHY WORK FOR ALARM.COM?Collaborate with outstanding people: We hire only the best. You are empowered to perform as soon as you join the Alarm.com team!Gain well rounded experience: Alarm.com offers a diverse and dynamic environment where you will get the chance to work directly with executives and develop expertise across multiple areas of the business.Focus on fun: Alarm.com places high value on our team culture. Expectation will be to maintain an excellent relationship with the Company’s various banking partners and collaborate with additional members of the accounting team. Our standards are high and our employees enjoy working alongside other high achievers.Make an immediate impact: New employees can expect to be given real responsibility for bringing new technologies to the marketplace. The Treasury Analyst will review all account transactions and develop or investigate ways to make the processing of requests more efficient.

Cloud PMO Project Manager

Company: IT Concepts, Inc

Location: Washington DC

Posted Aug 04, 2023

As such, any personnel decisions (hire, promotion, job status, etc.) on applicants and/or employees are based on merit, qualifications, competence and business needs, not on race, color, citizenship status, national origin, ancestry, , sexual orientation, gender identity, age, religion, creed, physical or mental disability, pregnancy, childbirth or related medical condition, genetic information of the employee or family member of the employee, marital status, veteran status, political affiliation, or any other factor protected by federal, state or local law. We are dedicated to fostering an inclusive workplace where all employees, including protected veterans, are treated with dignity, respect, and fairness. If you need alternative application methods, please email [email protected] and request assistance. We work hard, we play hard. Accommodations To perform this job successfully, an individual must be able to perform each essential duty satisfactorily. Providing this information is voluntary, and it will not impact your eligibility for employment. As a part of our VEVRAA compliance efforts, [Company Name] has established an affirmative action plan that outlines our commitment to the recruitment, hiring, and advancement of protected veterans. IT Concepts maintains a strong commitment to compliance with VEVRAA and other applicable federal, state, and local laws governing equal employment opportunity. We dedicate funds for activities - virtual and in-person - e.g., we have four season tickets to Nationals games that are available every month, we host happy hours, holiday events, fitness events, and annual celebrations.

Senior Cloud Architect

Company: Alarm.com

Location: Washington DC

Posted Aug 06, 2023

And every day, we’re innovating new technologies in rapidly evolving spaces including AI, video analytics, facial recognition, machine learning, energy analytics, and more.  We’re seeking those who are passionate about creating change through technology and who want to make a lasting impact on the world around them. For more information, please visit www.alarm.com.COMPANY BENEFITSAlarm.com offers competitive pay and benefits inclusive of subsidized medical plan options, an HSA with generous company contribution, a 401(k) with employer match, and paid holidays, wellness time, and vacation increasing with tenure. The categories of Personal Information that we may collect include your name, government-issued identification number(s), email address, mailing address, other contact information, emergency contact information, employment history, educational history, criminal record, and demographic information. CCIE in relevant technologies highly desired§  20+ years of experience in cloud computing and/or data center operations§  Data center architecture design and roadmap execution§  Strong understanding of cloud computing technologies, such as AWS and Azure§  Network Engineering must have:   o   Multi-site or multi-pod ACI implementationo   CCIE in relevant technologies highly desiredo   Network security: IDS, IPS, Firepower, monitoring platforms, DDOS Data Protection (Akamai/CloudFlare), Microsegmentationo   Design of highly available/high performance/highly scalable redundant networkso   ISP managemento   IPAMo   IPv6 design and deployment at the enterprise and data centero   Very strong knowledge on OSPF and BGP for ISP, public clouds and private peeringso   Virtual private networking and securityo   Extreme must have: F5 load balancer at high scaleo   Cisco Networking, Cisco Nexuso   Monitoring§  Operating systems Windows, Linux – Hardening§  Containerization, network security, load balancing, auto scale, Metal LB, Cilium§  Data center virtualization technologies: VMware§  Cisco UCS§  Automation frameworks including Terraform, Ansible§  Infrastructure as Code, CI/CD pipelines§  Experience supporting IoT driven workloads§  Proven experience designing and implementing geographical dispersed infrastructure: multi-site, multi-cloud§  Disaster recovery and data center failover architectures§  Experience architecting highly transactional database systems (relational/no relational)§  Capacity planning and forecasting§  Strong relationships with key technology partners: Cisco, NetApp, PureStorage, Rubrik, F5 NetworksWHY WORK FOR ALARM.COM?Collaborate with outstanding people: We hire only the best. Paid maternity and bonding leave, company-paid disability and life insurance, FSAs, well-being resources and activities, and a casual dress work environment are also part of our outstanding total rewards package!Alarm.com is an Equal Opportunity EmployerIn connection with your application, we collect information that identifies, reasonably relates to or describes you (“Personal Information”). We collect and use those categories of Personal Information about you for human resources and other business management purposes, including identifying and evaluating you as a candidate for potential or future employment or future positions, recordkeeping in relation to recruiting and hiring, conducting criminal background checks as permitted by law, conducting analytics, and ensuring compliance with applicable legal requirements and Company policies  More than 7.6 million home and business owners depend on our solutions every day to make their properties safer, smarter, and more efficient. (or higher level degree) in Computer Science or a similar engineering program with strong academic performance. We even have a committee dedicated to hosting a stand-out holiday party, happy hours, and other fun corporate events.COMPANY INFOAlarm.com is the leading cloud-based platform for smart security and the Internet of Things. The candidate will also evangelize the adoption of forward-looking technologies and methods while mentoring technical leaders and key stakeholders as technical roadmaps are established to ensure maximum performance, scalability and security.Requirements:§  B.A. or B.S.

Digital Marketing Manager

Company: Interactive Strategies

Location: Washington DC

Posted Aug 05, 2023

Friendly. Passionate. Confident. Committed. Intuitive. Strategic. We value their opinions. We strive to cultivate a collaborative, innovative environment where people feel valued, respected, and free to push creative boundaries-all while finding balance between work, home, and life outside the office. We treat them with respect. We allow our employees creative freedom.

Senior Software Engineer

Company: ABSC (Absolute Business Solutions Corp.)

Location: Washington DC

Posted Aug 05, 2023

All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, or protected veteran status and will not be discriminated against on the basis of disability. Messages left for other purposes, such as following up on an application or non-disability related technical issues, will not receive a response. Docker, Kubernetes, etc. *ABSC is a proud V3, Virginia Values Vets, member which recognizes our commitment to hiring Veterans. If you are a veteran, please be sure to include that in your application. ABSC's employees - including software developers, multi-disciplined intelligence analysts, technology protection engineers, program support personnel, and specialists in cloud, data science, AI/ML, and cyber - diligently support their customers, address their challenges, and stay ahead of technological or operational impacts to the mission. Equal Employment Opportunity Posters https://www.dol.gov/agencies/ofccp/posters; If you'd like to view a copy of the company's affirmative action plan or policy statement, please email [email protected]. ABSC stands ready to deliver the next generation of programs, personnel, and solutions to help advance our federal government customers' driving innovation, agility, and security across all mission areas. ABSC offers generous external referral bonuses. If you are an individual with a disability and would like to request a reasonable accommodation as part of the employment selection process, please contact ABSC Human Resources at 703-437-3000 or [email protected].

Creative Project Manager

Company: 2U, Inc.

Location: Washington DC

Posted Aug 05, 2023

2U’s equal opportunity policy applies to all terms and conditions of employment, including but not limited to recruiting, hiring, training, promotion, job benefits and pay. All employees may be required to perform duties outside of their normal responsibilities from time to time, as needed.2U is an equal opportunity employer that does not discriminate against applicants or employees and ensures equal employment opportunity for all persons regardless of their race, creed, color, religion, sex, sexual orientation, gender identity, pregnancy, national origin, age, marital status, disability, citizenship, military or veterans’ status, or any other classifications protected by applicable federal, state or local laws. We are proud of the steps we’ve taken to bring together an employee base that embodies diverse walks of life, ideas, genders, ages, races, cultures, sexual orientations, abilities and other unique qualities. As the parent company of edX, a leading global online learning platform, 2U provides over 45 million learners with access to world-class education in partnership with more than 230 colleges, universities, and corporations. Together with the majority of the world’s top-ranked universities and industry-leading companies, we bring our community of over 45 million learners world-class education to support them at every stage of their lives and careers, from free courses to full degrees. Salary offers are made based on the candidate’s qualifications, experience, skills, and education as they directly relate to the requirements of the position, budget for the position and cost of labor in the market in which the candidate will be hired.2U Diversity and Inclusion StatementAt 2U, we are committed to building and sustaining a culture of belonging, respect, and inclusion. NoBackRowWe offer comprehensive benefits (unique per country) and excellent work/life balance.Full-time, U.S.benefits include: Medical, dental, and vision coverageLife insurance, disability, and 401(k) employer matchEmployee stock purchase planFree snacks and drinks in-officeGenerous paid holidays and leave policies, including unlimited PTOAdditional time off benefits include: volunteer days, parental leave, and a company-wide winter breakThe anticipated base salary range for this role is ($80,000 - $85,000), with potential bonus eligibility. If you need assistance or accommodations, please reach out to us at: [email protected]. About 2U Inc. (NASDAQ: TWOU)For more than a decade, 2U, Inc. has been the digital transformation partner of choice to great non-profit colleges and universities delivering high-quality online education at scale. To learn more: visit 2U.com.About edXedX is the education movement for restless learners and a leading global online learning platform from 2U, Inc. (Nasdaq: TWOU). And we're not stopping there — we're relentlessly pursuing our vision of a world where every learner can access education to unlock their potential, without the barriers of cost or location.

USAID Sr. Program Manager (Secret Required)

Company: IT Concepts, Inc

Location: Washington DC

Posted Aug 04, 2023

As such, any personnel decisions (hire, promotion, job status, etc.) on applicants and/or employees are based on merit, qualifications, competence and business needs, not on race, color, citizenship status, national origin, ancestry, , sexual orientation, gender identity, age, religion, creed, physical or mental disability, pregnancy, childbirth or related medical condition, genetic information of the employee or family member of the employee, marital status, veteran status, political affiliation, or any other factor protected by federal, state or local law. We are dedicated to fostering an inclusive workplace where all employees, including protected veterans, are treated with dignity, respect, and fairness. We work hard, we play hard. If you need alternative application methods, please email [email protected] and request assistance. As a part of our VEVRAA compliance efforts, [Company Name] has established an affirmative action plan that outlines our commitment to the recruitment, hiring, and advancement of protected veterans. Accommodations To perform this job successfully, an individual must be able to perform each essential duty satisfactorily. IT Concepts maintains a strong commitment to compliance with VEVRAA and other applicable federal, state, and local laws governing equal employment opportunity. Providing this information is voluntary, and it will not impact your eligibility for employment. We dedicate funds for activities - virtual and in-person - e.g., we have free tickets to Nationals games available upon employee request; we host happy hours, holiday events, fitness events, and annual celebrations.

Technical Project Manager II

Company: 2U, Inc.

Location: Washington DC

Posted Aug 05, 2023

2U’s equal opportunity policy applies to all terms and conditions of employment, including but not limited to recruiting, hiring, training, promotion, job benefits and pay. All employees may be required to perform duties outside of their normal responsibilities from time to time, as needed.2U is an equal opportunity employer that does not discriminate against applicants or employees and ensures equal employment opportunity for all persons regardless of their race, creed, color, religion, sex, sexual orientation, gender identity, pregnancy, national origin, age, marital status, disability, citizenship, military or veterans’ status, or any other classifications protected by applicable federal, state or local laws. We are proud of the steps we’ve taken to bring together an employee base that embodies diverse walks of life, ideas, genders, ages, races, cultures, sexual orientations, abilities and other unique qualities. As the parent company of edX, a leading global online learning platform, 2U provides over 45 million learners with access to world-class education in partnership with more than 230 colleges, universities, and corporations. Together with the majority of the world’s top-ranked universities and industry-leading companies, we bring our community of over 45 million learners world-class education to support them at every stage of their lives and careers, from free courses to full degrees. NoBackRowWe offer comprehensive benefits (unique per country) and excellent work/life balance.Full-time, U.S.benefits include: Medical, dental, and vision coverageLife insurance, disability, and 401(k) employer matchEmployee stock purchase planFree snacks and drinks in-officeGenerous paid holidays and leave policies, including unlimited PTOAdditional time off benefits include: volunteer days, parental leave, and a company-wide winter breakThe anticipated base salary range for this role is ($84,000 - $100,000), with potential bonus eligibility.  Salary offers are made based on the candidate’s qualifications, experience, skills, and education as they directly relate to the requirements of the position, budget for the position and cost of labor in the market in which the candidate will be hired.2U Diversity and Inclusion StatementAt 2U, we are committed to building and sustaining a culture of belonging, respect, and inclusion. If you need assistance or accommodations, please reach out to us at: [email protected]. About 2U Inc. (NASDAQ: TWOU)For more than a decade, 2U, Inc. has been the digital transformation partner of choice to great non-profit colleges and universities delivering high-quality online education at scale. To learn more: visit 2U.com.About edXedX is the education movement for restless learners and a leading global online learning platform from 2U, Inc. (Nasdaq: TWOU). And we're not stopping there — we're relentlessly pursuing our vision of a world where every learner can access education to unlock their potential, without the barriers of cost or location. Our people and technology are powering more than 4,000 digital education offerings — from free courses to full degrees — and helping unlock human potential.

Account Executive, LE, GBS

Company: Gartner

Location: Washington DC

Posted Aug 05, 2023

The policy of Gartner is to provide equal employment opportunities to all applicants and employees without regard to race, color, creed, religion, sex, sexual orientation, gender identity, marital status, citizenship status, age, national origin, ancestry, disability, veteran status, or any other legally protected status and to affirmatively seek to advance the principles of equal employment opportunity. Our teams are composed of individuals from different geographies, cultures, religions, ethnicities, races, genders, sexual orientations, abilities and generations. Gartner Applicant Privacy Link: https://jobs.gartner.com/applicant-privacy-policy For efficient navigation through the application, please only use the back button within the application, not the back arrow within your browser. These resources are designed to support your physical, financial and emotional well-being. Gartner is committed to being an Equal Opportunity Employer and offers opportunities to all job seekers, including job seekers with disabilities. Our employee resource groups, charity match and volunteer programs keep you connected to your internal Gartner community and causes that matter to you. Job Requisition ID:79745 By submitting your information and application, you confirm that you have read and agree to the country or regional recruitment notice linked below applicable to your place of residence. When you join our team, you'll have access to a vast array of benefits to help you live your life well. Gartner delivers actionable, objective insight to executives and their teams. Join LifeAtGartner What we offer: Our people are our most valuable asset, so we invest in them from Day 1.

Studio Coordinator

Company: 2U, Inc.

Location: Washington DC

Posted Aug 05, 2023

2U’s equal opportunity policy applies to all terms and conditions of employment, including but not limited to recruiting, hiring, training, promotion, job benefits and pay. All employees may be required to perform duties outside of their normal responsibilities from time to time, as needed.2U is an equal opportunity employer that does not discriminate against applicants or employees and ensures equal employment opportunity for all persons regardless of their race, creed, color, religion, sex, sexual orientation, gender identity, pregnancy, national origin, age, marital status, disability, citizenship, military or veterans’ status, or any other classifications protected by applicable federal, state or local laws. We are proud of the steps we’ve taken to bring together an employee base that embodies diverse walks of life, ideas, genders, ages, races, cultures, sexual orientations, abilities and other unique qualities. As the parent company of edX, a leading global online learning platform, 2U provides over 45 million learners with access to world-class education in partnership with more than 230 colleges, universities, and corporations. Together with the majority of the world’s top-ranked universities and industry-leading companies, we bring our community of over 45 million learners world-class education to support them at every stage of their lives and careers, from free courses to full degrees. To learn more: visit 2U.com.About edXedX is the education movement for restless learners and a leading global online learning platform from 2U, Inc. (Nasdaq: TWOU). NoBackRowWe offer comprehensive benefits (unique per country) and excellent work/life balance.Full-time, U.S. benefits include: Medical, dental, and vision coverageLife insurance, disability, and 401(k) employer matchEmployee stock purchase planFree snacks and drinks in-officeGenerous paid holidays and leave policies, including unlimited PTOAdditional time off benefits include: volunteer days, parental leave, and a company-wide winter break The anticipated base salary range for this role is ($45,000-$55,000), with potential bonus eligibility.  Salary offers are made based on the candidate’s qualifications, experience, skills, and education as they directly relate to the requirements of the position, budget for the position and cost of labor in the market in which the candidate will be hired.2U Diversity and Inclusion StatementAt 2U, we are committed to building and sustaining a culture of belonging, respect, and inclusion. If you need assistance or accommodations, please reach out to us at: [email protected]. About 2U Inc. (NASDAQ: TWOU)For more than a decade, 2U, Inc. has been the digital transformation partner of choice to great non-profit colleges and universities delivering high-quality online education at scale. And we're not stopping there — we're relentlessly pursuing our vision of a world where every learner can access education to unlock their potential, without the barriers of cost or location. Learn more at edX.org.Learn more at https://2u.com/careers/ NoBackRowThe above statements are intended to describe the general nature and level of work performed by individuals assigned to this position, and are not intended to be construed as an exhaustive list of all responsibilities, duties and skills required.

Senior Urban Specialist

Company: World Bank Group

Location: Washington DC

Posted Aug 06, 2023

We are proud to be an equal opportunity and inclusive employer with a dedicated and committed workforce, and do not discriminate based on gender, gender identity, religion, race, ethnicity, sexual orientation, or disability. The Region includes eight countries with a total population of about 1.5 billion people (Afghanistan, Bangladesh, Bhutan, India, Maldives, Nepal, Pakistan and Sri Lanka). World Bank Group Core Competencies The World Bank Group offers comprehensive benefits, including a retirement plan; medical, life and disability insurance; and paid leave, including parental leave, as well as reasonable accommodations for individuals with disabilities. Selection Criteria • Advanced degree in urban planning and development, disaster risk management or similar field with at least 8 years' experience, or equivalent combination of education and experience• Solid operational experience and expertise in urban resilience, urban disaster risk management, urban development, and local/regional development• Demonstrated ability to work with multi-disciplinary teams and in portfolio management.• Ability to anticipate client demand and undertake relevant knowledge, research, and analytical work • Command of urban and resilience and ability to conduct independent policy discussions and/ or collaboration with representatives of central and local government, private sector, and civil society as well as bilateral and multilateral development partners.• Strong written and oral communication skills, with demonstrated ability of making effective presentations to diverse audiences• Excellent command of English Competencies• Project and task management - Sound project preparation and management skills• Deliver results - Demonstrates initiative, independence, and autonomy in addressing the client needs in changing business contexts and environments• Collaborate within teams and across boundaries - Adopts a collaborative approach to improve overall effectiveness outside one's department and displays an open, helpful attitude toward others• Conflict resolution- Problem solving ability, understanding of and acts to incorporate multiple perspectives. • Time and work program management - ability to negotiate with stakeholders and adjust own deliverables in changing and competing priorities; can organize, coordinate, and make priorities-based adjustments to work schedule.• Demonstrates innovation and simplification- promotes process simplification, creativity and effectiveness • Mentoring- Ability to mentor less experienced staff in task and time management• Learning- Demonstrates continued learning attitude, shows initiative in accepting new challenges and meeting critical needs within the unit/department/VPU. The ESF Operational Support Unit, established in FY20, works on policy, good practice formulation, roll-out for staff and clients, and monitoring and operational support. Learn more about working at the World Bank and IFC, including our values and inspiring stories. Job duties and responsibilities: • Lead policy dialogue and the development of urban disaster and climate resilience projects and programs ot at least one of the SAR countries• Lead/co-lead/participate in strategy development and work with task teams to support the preparation and supervision/support of implementation of lending operations and programs • Lead/co-lead/participate in task teams to develop and carry out cutting edge analytical activities on urban service delivery, climate smart cities, capacity building • Develop new business opportunities on cities with focus on building resilience to climate change• Contribute to dialogue and provide technical inputs for the preparation of sectoral and country strategy documents• Contribute to knowledge sharing, dissemination and awareness raising activities on urban resilience, climate smart city development; and contribute specific knowledge with client countries, Country Management Units, and Global Practices. As of July 1, 2019, as part of the Bank-wide realignment of Practice Group management responsibilities, SD's leadership team includes Regional Directors (RDs) responsible for delivery of SD's regional and country programs, and Global Directors (GDs) who have a primary role in setting GP strategy, global engagements, promoting the flow of global knowledge, talent management and strategic staffing. The SD PG has four objectives: (i) deliver basic needs; (ii) ensure sustainability; (iii) build social inclusion/cohesion; and (iv) lead on long term issues.

Digital Fundraising Manager

Company: Interactive Strategies

Location: Washington DC

Posted Aug 05, 2023

Interactive Strategies is a full-service digital agency seeking a Digital Fundraising Manager to help national, mission-based organizations and companies improve online engagement and conversions. The ideal candidate is self-motivated, experienced in nonprofit fundraising and digital marketing, and capable of leading by example.

Frequently Asked Questions

What are typical salary ranges for ML roles at different seniority levels?
Junior ML Engineers earn $90k–$120k annually, mid‑level engineers $120k–$160k, senior engineers $160k–$220k, and lead or principal ML roles can reach $220k–$300k+. In large tech firms, the upper end can exceed $350k when including equity, while early‑stage startups may offer lower base but higher stock options.
What skills and certifications are required for ML positions?
Core expertise includes Python, Jupyter, TensorFlow, PyTorch, scikit‑learn, and SQL. MLOps proficiency with Docker, Kubernetes, and cloud services (AWS SageMaker, GCP AI Platform, Azure ML) is essential for production roles. Certifications such as TensorFlow Developer, AWS Certified Machine Learning – Specialty, and Google Cloud Professional Machine Learning Engineer can validate knowledge and accelerate hiring.
Are ML jobs available for remote work?
Yes, many ML positions are fully remote or hybrid. Companies like Scale AI, Databricks, and Cohere offer remote‑first policies. Remote work requires high‑speed internet, secure VPN access, and collaboration via tools like JupyterHub, Slack, and Asana, but it also expands the geographic talent pool.
What career progression paths exist in ML?
Typical paths start as ML Engineer or Data Scientist, advance to Senior ML Engineer, Lead Data Scientist, or Research Scientist, then transition into managerial roles such as ML Manager, Director of AI, or VP of Data & AI. Progression hinges on building a strong portfolio, publishing research, mentoring junior teammates, and mastering cross‑functional skills like product strategy and ethics.
What are current industry trends shaping ML careers?
Edge AI and federated learning are driving demand for on‑device models; AutoML platforms reduce time to deployment; responsible AI frameworks (e.g., IBM AI Fairness 360) shape compliance roles; reinforcement learning is expanding into robotics; and interpretability tools like SHAP and LIME are becoming standard in regulated sectors such as finance and healthcare.

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