Senior Machine Learning Software Engineer, Search

<h2>Role Description</h2>
<p><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovvunwz87zz79zz87z9z79zqz73zz71zwbmhz77zyoz76zz88zz77z1ja7ftz86zz78zz70z">As a Senior Machine Learning Engineer </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qotvooz66zfz73zz77zhz67zvz87zz83zz122zz89zz67zz67zz73zlz75zz83ztz76z5z83zz88zikvjz65zp">focused on search quality, you will play a crucial role in developing and enhancing our search capabilities to provide users with the best possible search experience. You will work on designing, coding, training, testing, deploying, and iterating on large-scale machine learning systems that drive the core functionalities of Dropbox Dash’s search features</span></p>
<p><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qowz81zz86zhnz122zz81z6z80z0y1z83zz85zpz81zz87ztc3mlz69zz74zz87zq2z69ztrz65z0">Collaborating closely with cross-functional teams, you'll leverage your </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovvunwz87zz79zz87z9z79zqz73zz71zwbmhz77zyoz76zz88zz77z1ja7ftz86zz78zz70z">ML </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qowz81zz86zhnz122zz81z6z80z0y1z83zz85zpz81zz87ztc3mlz69zz74zz87zq2z69ztrz65z0">expertise to tackle audacious challenges. Your contributions will directly impact millions of users, as every line of code you write furthers our mission to revolutionize the way people work and collaborate.</span></p>
<p><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qowz81zz86zhnz122zz81z6z80z0y1z83zz85zpz81zz87ztc3mlz69zz74zz87zq2z69ztrz65z0">Our Engineering Career Framework is <a href="https://dropbox.github.io/dbx-career-framework/" target="_blank">viewable by anyone outside the company</a> and describes what’s expected for our engineers at each of our career levels. Check out our blog post on this topic and more <a href="https://dropbox.tech/culture/sharing-our-engineering-career-framework-with-the-world" target="_blank">here</a>.</span></p>
<h2 data-usually-unique-id="031099355735281928809444"><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">Responsibilities</span></h2>
<ul class="listtype-bullet listindent1 list-bullet1">
<li><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">Design, build, evaluate, </span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">deploy and iterate on large scale </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">M</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">achine </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">L</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">earning systems</span></li>
<li><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">Understand the Machine Learning stack at Dropbox, and build systems that help Dropbox personalize their users’ experience</span></li>
<li><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">W</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">ork with</span> <span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">Product, Design, Infra</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90za35z84zrbfcz72zgnkz89zz76zz80zfz85zz89zz82zz82zsnz122zvjz77zz75zjtiz69z">structure</span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4"> and F</span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qoxwoz79zz80zz69zuicbz75zya10z73zdru2z73zz68z9jz76z2z71zphz80zq1">rontend </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">teams</span> <span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">to </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">bring your models, and features to life</span></li>
<li><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">Work with large scale data systems, and infrastructure</span></li>
<li><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qoxwoz79zz80zz69zuicbz75zya10z73zdru2z73zz68z9jz76z2z71zphz80zq1">Evaluate the performance of machine learning systems against business objectives</span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">, and productionize those models</span></li>
<li><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">Contribute to team’s technical strategy for the end-to-end machine learning lifecycle, ensuring alignment with business objectives and driving impactful outcomes</span></li>
</ul>
<p><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4"><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z"><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qowz81zz86z2z76zshfz84zz89zz84zcdhhdz78z1rtz85zulfz76zp30fz80zz122zh h-lparen">Many teams at Dropbox run Services with on-call rotations, which entails being available for calls during both core and non-core business hours. If a team has an on-call rotation, all engineers on the team are expected to participate in the rotation as part of their employment. Applicants are encouraged to ask for more details of the rotations to which the applicant is applying.</span></span></span></p>
<h2 data-usually-unique-id="835983206683690537720182"><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">Requirements</span></h2>
<ul class="listtype-bullet listindent1 list-bullet1">
<li><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">BS, MS, or PhD in Computer Science</span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qoxwoz79zz80zz69zuicbz75zya10z73zdru2z73zz68z9jz76z2z71zphz80zq1">, Mathematics, Statistics, or other quantitative fields </span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">or </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qoxwoz79zz80zz69zuicbz75zya10z73zdru2z73zz68z9jz76z2z71zphz80zq1">related</span> <span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qoxwoz79zz80zz69zuicbz75zya10z73zdru2z73zz68z9jz76z2z71zphz80zq1">work</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z"> experience</span></li>
<li><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qoxwoz79zz80zz69zuicbz75zya10z73zdru2z73zz68z9jz76z2z71zphz80zq1">8</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">+ years of experience </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovvunwz87zz79zz87z9z79zqz73zz71zwbmhz77zyoz76zz88zz77z1ja7ftz86zz78zz70z">in engineering </span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">with </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovvunwz87zz79zz87z9z79zqz73zz71zwbmhz77zyoz76zz88zz77z1ja7ftz86zz78zz70z">5</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">+ years </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovvunwz87zz79zz87z9z79zqz73zz71zwbmhz77zyoz76zz88zz77z1ja7ftz86zz78zz70z">of experience </span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">building </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">M</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">achine </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">L</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">earning or AI systems</span></li>
<li><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">Strong industry experience working with large scale data</span></li>
<li><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">Strong </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">collaboration, </span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">analytical and problem-solving skills</span></li>
<li><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qowz80ziz80zz83zz89zz65z5z82zz87zpwqxz77zi19bcx4z76zz66zd0901z79zz89zg">Familiarity with the state-of-the-art Large Language Models&nbsp;</span></li>
<li><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">Proven software engineering skills across multiple languages including but not limited to Python, </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qoxwoz79zz80zz69zuicbz75zya10z73zdru2z73zz68z9jz76z2z71zphz80zq1">Go, </span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">C/C++</span></li>
<li><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">Experience with </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">M</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">achine </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">L</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">earning software </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qoxwoz79zz80zz69zuicbz75zya10z73zdru2z73zz68z9jz76z2z71zphz80zq1">tools and libraries</span> <span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z h-lparen">(e.g.,</span> <span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qoxwoz79zz80zz69zuicbz75zya10z73zdru2z73zz68z9jz76z2z71zphz80zq1">Py</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">Torch</span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qoxwoz79zz80zz69zuicbz75zya10z73zdru2z73zz68z9jz76z2z71zphz80zq1">,</span> <span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph763z70zkxz79zz89ztyz87zz66zjm6pez70zz84zz68zexo">HuggingFace, LangChain</span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qowz80ziz80zz83zz89zz65z5z82zz87zpwqxz77zi19bcx4z76zz66zd0901z79zz89zg">, </span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">TensorFlow, </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qoxwoz79zz80zz69zuicbz75zya10z73zdru2z73zz68z9jz76z2z71zphz80zq1">Keras</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">,</span> <span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qoxwoz79zz80zz69zuicbz75zya10z73zdru2z73zz68z9jz76z2z71zphz80zq1">S</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">cikit-learn,</span> <span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qoxwoz79zz80zz69zuicbz75zya10z73zdru2z73zz68z9jz76z2z71zphz80zq1">etc.</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">)</span></li>
</ul>
<h2 data-usually-unique-id="835983206683690537720182"><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">Preferred Qualifications</span></h2>
<ul class="listtype-bullet listindent1 list-bullet1">
<li><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">PhD in Computer Science or related field with research in machine learning</span></li>
<li><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">Experience with one or more of the following: natural language processing, deep learning, bayesian reasoning</span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">, </span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">recommend</span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">er</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z"> systems, learning </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">to rank</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">, speech processing, learning from semistructured data,</span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4"> graph learning,</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z"> reinforcement or active learning, </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">large language models, </span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">ML software systems, </span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">r</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">etrieval-augmented generation</span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4"><strong>, </strong></span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z">machine learning on e</span><span class=" author-d-1gg9uz65z1iz85zgdz68zmqkz84zo2qovw8rfz66zz85zwz83zpz86ziz69zz80zfqz90zz122zz77zz74zmt7z86zz85zz80zwz67zgz71zn4">dge</span><span class=" author-d-iz88z86z86za0dz67zz78zz78zz74zz68zjz80zz71z9iz90z8h00wiph6z86zz86z7z89z3z66zz68z0z82zxz68zz67z1z74z8z79z7z70zz67zcyz80z"> devices</span></li>
</ul>
<h2>Total Rewards</h2><div class="content-pay-transparency"><div class="pay-input"><div class="title">Canada Pay Range</div><div class="pay-range"><span>$193,000</span><span class="divider">&mdash;</span><span>$261,000 CAD</span></div></div></div>