Professional Services for Data Science

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mobNoResponsive:"", tabNoResponsive:"", tabSingleCol:"", }] }); </script> </div> </div> </div>   </div> </div> </div> </div> </div> </section> <script type="text/javascript"> NVIDIAGDC.funcQueue.addToQueue({ id : "sectionenhanced_2032_161855820c53d719c_b03a_4e3c_a1da_b95958863845", method : "sectionEnhancedComponent", params : [{ imageDesktopUrl:' ', imageLaptopUrl:' ', imageTabletUrl:' ', imageMobileUrl:' ', secpageobpvalue: 'false', sectionurl: '', sectionurltarget: '_self', secCustBgColor:'' }] }); </script>   </div> <div class="sectionenhanced parbase section"> <section data-section-title="Service Model" id="service-model" class=" background-none p-t-75 p-b-75 lap-p-t-75 lap-p-b-75 tab-p-t-45 tab-p-b-45 mob-p-t-45 mob-p-b-45 "> <div id="sectionenhanced_1616_34925777ee251d36_5bb1_458d_a67c_c3f21402dfd0" class="general-container "> <div class="large-12 d-p-narrow large-12 lap-p-narrow medium-12 small-12 center"> <div> <div class="page-section-textpar textcomponentenhanced"> <div 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For a two-bar chart comparing Quadro P5000 to CPU: * [ * {"label": "Quadro P5000", "value": 7.3, "class": "green"}, * {"label": "CPU", "value": 1, "class": "blue"} * ] * @param ticks - The ticks to show on the x-axis, each with attributes * "tickLabel", "value", and "class". * E.g. For 3 ticks, with the middle tick hidden for mobile: * [ * {"tickLabel": "0", "value": 0, "class": ""}, * {"tickLabel": "1X", "value": 1, "class": "mobile-hide"}, * {"tickLabel": "2X", "value": 2, "class": ""} * ] * @param xAxisLabel - The label to show under the x axis. * @param yAxisLabelClass - Passing an option to this parameter turns on * special styling for the y-axis, which is useful when the labels * for the bars in the y-axis spill over to two lines. Labels will * be split into lines on "\n", extra padding will be added between * bars, and font will be smaller to accommodate the extra line. * Supported options: * "" - For default styling, leaving labels as single lines. * "two-lines" - Both lines will be slightly smaller in font than default. * "title-subtitle" - Second line will be smaller than first line. * @param isDark - true to enable styling for dark background, otherwise false. */ function createHorizontalBarChart(chartContainer, data, ticks, xAxisLabel, yAxisLabelClass, isDark) { var barAnimationDuration = 1000; var animationDelay = 200; var chart = drawHorizontalBarChart(chartContainer, data, ticks, xAxisLabel, yAxisLabelClass, isDark); // If the chart should be immediately visible, begin animation. var rendered = false; if (chartContainer.node().getBoundingClientRect().top - window.innerHeight <= 0) { rendered = true; animate(chart, barAnimationDuration, animationDelay); } // Begin animation the first time the chart scrolls into view. window.addEventListener("scroll", function() { if (!rendered && chartContainer.node().getBoundingClientRect().top - window.innerHeight <= 0) { rendered = true; animate(chart, barAnimationDuration, animationDelay); } }); // Redraw whenever the browser window is resized. var width = window.innerWidth; window.addEventListener("resize", function() { if (window.innerWidth != width) { chartContainer.selectAll("*").remove(); drawHorizontalBarChart(chartContainer, data, ticks, xAxisLabel, yAxisLabelClass, isDark); width = window.innerWidth; } }); } function drawHorizontalBarChart(chartContainer, data, ticks, xAxisLabel, yAxisLabelClass, isDark) { // Right margin leaves room for last tick label var margin = {top: 0, right: 20, bottom: 0, left: 0}; var barHeight = 20; var barPadding = 5; if (yAxisLabelClass == "two-lines" || yAxisLabelClass == "title-subtitle") { barPadding = 10; } var tickPadding = 12; var lineHeight = 1.1; // ems var svg = chartContainer.append("svg"); // The graph's width is set to fit within its parent container. var svgWidth = svg.node().parentNode.getBoundingClientRect().width; svg.attr("width", svgWidth); if (isDark) { svg.attr("class", yAxisLabelClass + " dark"); } else { svg.attr("class", yAxisLabelClass); } // The graph's height is a function of the number of bars. var height = (barHeight * data.length + barPadding * (data.length + 1)); var g = svg.append("g").attr("class", "graph"); var y = d3.scaleBand().range([0, height]); y.domain(data.map(function(d) { return d.axisLabel; })) .padding(0.2); // Draw the y axis to know how much space to leave for it, // then immediately delete it. Redrawing it last ensures // the correct ordering of layers for display. drawYAxis(g, y, tickPadding, lineHeight, yAxisLabelClass); var yAxisWidth = svg.select(".y").node().getBoundingClientRect().width; svg.select("g.y.axis").remove(); var width = svgWidth - margin.left - yAxisWidth - margin.right; g.attr("transform", "translate(" + (yAxisWidth + margin.left) + "," + margin.top + ")"); var x = d3.scaleLinear().range([0, width]); x.domain([d3.min(ticks, function(d) { return d.value; }), d3.max(ticks, function(d) { return d.value; })]); var xAxis = d3.axisBottom(x) .tickValues(ticks.map(function(tick) { return tick.value; })) .tickFormat(function(d, i) { return ticks[i].tickLabel; }) .tickSizeInner([-height]) .tickSizeOuter(0) .tickPadding(tickPadding); g.append("g") .attr("class", "x axis tick-label") .attr("transform", "translate(0," + height + ")") .call(xAxis); svg.selectAll(".x .tick").each(function(t, i) { d3.select(this).attr("class", ticks[i].class); }); var greenBegin = "#76b900"; var greenEnd = "#c8e399"; if (isDark) { greenEnd = "#3b5d00"; } var greenScale = d3.interpolateLab(greenBegin, greenEnd); var numGreens = 0; for (var i = 0; i < data.length; i++) { if (data[i].class == "green") { numGreens++; } } var bars = g.selectAll(".bar") .data(data).enter().append("g") .attr("transform", function(d, i) { return "translate(0," + y(d.axisLabel) + ")"; }); bars.append("rect") .attr("class", function(d) { return "bar " + d.class; }) .attr("fill", function(d, i) { if (d.class == "green") { return greenScale(i/numGreens); } }) .attr("x", 0) .attr("height", barHeight) .attr("width", function(d) { return x(d.value); }); // Add labels on bars var barLabels = bars.append("text") .attr("class", "bar-label") .attr("x", function(d) { return x(d.value) - 6; }) .attr("y", barHeight / 2) .attr("dy", ".35em") .text(function(d) { return d.barLabel; }); barLabels.each(function(d, i) { if (this.getBoundingClientRect().width + 12 > bars.nodes()[i].getBoundingClientRect().width) { var labelWidth = this.getBoundingClientRect().width; var bar = d3.select(this.parentNode).select(".bar"); var barWidth = bar.node().getBoundingClientRect().width; if (labelWidth + 13 > width - barWidth) { this.remove(); } else { d3.select(this) .attr("transform", "translate(" + 12 + ",0)") .attr("class","outer-bar-label") .style("text-anchor", "start"); } } }); var xAxisHeight = svg.select(".x.axis.tick-label").node().getBoundingClientRect().height; // Add a label to the x axis. if (xAxisLabel) { g.append("text") .attr("x", width / 2) .attr("y", xAxisHeight + 5) .attr("class", "axis-label") .attr("alignment-baseline", "hanging") .text(xAxisLabel) .call(wrap, width, lineHeight); } drawYAxis(g, y, tickPadding, lineHeight, yAxisLabelClass); var svgHeight = margin.top + margin.bottom + svg.select(".graph").node().getBoundingClientRect().height; svg.attr("height", svgHeight); return { svg: svg, data: data, x: x, }; } /** * Add a grouped horizontal bar chart to the provided svg element. * * @param svg - A d3 selection of the svg to add the chart to. * @param legend - A d3 selection of the div to add the legend to. * @param barData - One row per horizontal bar, each with attributes * "label", "values". * @param legendData - One row per horizontal bar, each with attributes * "label" and "class". * E.g. For a two-bar chart comparing Quadro P5000 to CPU: * [ * {"label": "Quadro P5000", "class": "green"}, * {"label": "CPU", "class": "green"} * ] * @param ticks - The ticks to show on the x-axis, each with attributes * "tickLabel", "value", and "class". * E.g. For 3 ticks, with the middle tick hidden for mobile: * [ * {"tickLabel": "0", "value": 0, "class": ""}, * {"tickLabel": "1X", "value": 1, "class": "mobile-hide"}, * {"tickLabel": "2X", "value": 2, "class": ""} * ] * @param milestone - Optional, an object with a "color" and "value" * for a milestone line in the chart. Set null for no milestone. * @param xAxisLabel - The label to show under the x axis. * @param isDark - true to enable styling for dark background, otherwise false. */ function createGroupedHorizontalBarChart(chartContainer, barData, legendData, ticks, milestone, xAxisLabel, isDark) { var barAnimationDuration = 800; var animationDelay = 30; var chart = drawHorizontalGroupedBarChart(chartContainer, barData, legendData, ticks, milestone, xAxisLabel, isDark); // If the chart should be immediately visible, begin animation. var rendered = false; if (chartContainer.node().getBoundingClientRect().top - window.innerHeight <= 0) { rendered = true; animate(chart, barAnimationDuration, animationDelay); } // Begin animation the first time the chart scrolls into view. window.addEventListener("scroll", function() { if (!rendered && chartContainer.node().getBoundingClientRect().top - window.innerHeight <= 0) { rendered = true; animate(chart, barAnimationDuration, animationDelay); } }); // Redraw whenever the browser window is resized. var width = window.innerWidth; window.addEventListener("resize", function() { if (window.innerWidth != width) { chartContainer.selectAll("*").remove(); drawHorizontalGroupedBarChart(chartContainer, barData, legendData, ticks, milestone, xAxisLabel, isDark); width = window.innerWidth; } }); } function drawHorizontalGroupedBarChart(chartContainer, barData, legendData, ticks, milestone, xAxisLabel, isDark) { // Right margin leaves room for last tick label var margin = {top: 0, right: 20, bottom: 0, left: 0}; var barHeight = 10; var barPadding = 2; var groupPadding = 10; var tickPadding = 12; var lineHeight = 1.1; var keys = legendData.map(function(l) { return l.label; }); var legend = chartContainer.append("div"); var svg = chartContainer.append("svg"); var greenBegin = "#76b900"; var greenEnd = "#c8e399"; if (isDark) { greenEnd = "#3b5d00"; } var greenScale = d3.interpolateLab(greenBegin, greenEnd); var numGreens = 0; for (var i in legendData) { if (legendData[i].class == "green") { numGreens++; } } // The graph's width is set to fit within its parent container. var svgWidth = svg.node().parentNode.getBoundingClientRect().width; svg.attr("width", svgWidth); if (isDark) { svg.attr("class", "dark"); legend.attr("class", "legend dark"); } else { legend.attr("class", "legend"); } // The graph's height is a function of the number of bars. var height = (barHeight * legendData.length * barData.length + groupPadding * (barData.length + 1) + barPadding * (legendData.length - 1) * barData.length); var g = svg.append("g").attr("class", "graph"); // Map groups to graph height var y0 = d3.scaleBand().range([0, height]).padding(0.1); y0.domain(barData.map(function(d) { return d.label; })); // Map bars to group height var y1 = d3.scaleBand().padding(0.2); y1.domain(keys).range([0, y0.bandwidth()]); // Draw the y axis to know how much space to leave for it, // then immediately delete it. Redrawing it last ensures // the correct ordering of layers for display. drawYAxis(g, y0, tickPadding, lineHeight, null); var yAxisWidth = svg.select(".y").node().getBoundingClientRect().width; svg.select("g.y.axis").remove(); var width = svgWidth - margin.left - yAxisWidth - margin.right; g.attr("transform", "translate(" + (yAxisWidth + margin.left) + "," + margin.top + ")"); var x = d3.scaleLinear().range([0, width]); x.domain([0, d3.max(ticks, function(d) { return d.value; })]); var xAxis = d3.axisBottom(x) .tickValues(ticks.map(function(tick) { return tick.value; })) .tickFormat(function(d, i) { return ticks[i].tickLabel; }) .tickSizeInner([-height]) .tickSizeOuter(0) .tickPadding(tickPadding); g.append("g") .attr("class", "x axis tick-label") .attr("transform", "translate(0," + height + ")") .call(xAxis); var z = d3.scaleOrdinal() .range(legendData.map(function(l) { return l.class; })) .domain(keys); // Add a label to the x axis. var xAxisHeight = svg.select(".x.axis.tick-label").node().getBoundingClientRect().height; // Add a label to the x axis. if (xAxisLabel) { g.append("text") .attr("x", width / 2) .attr("y", xAxisHeight + 5) .attr("class", "axis-label") .attr("alignment-baseline", "hanging") .text(xAxisLabel) .call(wrap, width, lineHeight); } g.append("g") .selectAll("g") .data(barData) .enter().append("g") .attr("transform", function(d) { return "translate(0," + y0(d.label) + ")"; }) .selectAll("rect") .data(function(d) { return keys.map(function(key, i) { return {key: key, value: d.values[i]}; }); }) .enter().append("rect") .attr("class", function(d) { return z(d.key) + " bar"; }) .attr("y", function(d, i) { return y1(d.key) }) .attr("x", function(d) { return 0; }) .attr("height", barHeight) .attr("width", function(d, i) { return x(d.value); }) .attr("fill", function(d, i) { if (z(d.key) == "green") { return greenScale(i / numGreens); } }) .attr("width", function(d) { return x(d.value); }); // Add milestone line if (milestone) { // It appears D3 adds .5 to ticks to get crispEdges for Safari // (see https://github.com/d3/d3-axis/issues/8) var milestoneX = x(milestone.value) + .5; g.append("line") .attr("class", "milestone " + milestone.class) .attr("x1", milestoneX) .attr("x2", milestoneX) .attr("y1", 0) .attr("y2", height); } addLegend(legend, legendData, milestone, greenScale, numGreens); drawYAxis(g, y0, tickPadding, lineHeight, null); var svgHeight = margin.top + margin.bottom + svg.select(".graph").node().getBoundingClientRect().height; svg.attr("height", svgHeight); return { svg: svg, x: x, }; } </script> </div> </div> <div class="modalContent parbase section"> <div id="modalcontent_copy_coe693de41_c0ea_41b1_821a_2cfd52913d01" class="hide-modal-content"> <div id="Ideation-workshop" class="general-container" data-width="800" data-height=""> <div class="modal-content parsys"><div class="sectionWrapper parbase section"> <section class="background-white p-t-30 p-b-30 tab-p-t-30 tab-p-b-30 mob-p-t-15 mob-p-b-15 " > <div id="sectionwrapper8620e922_2905_4c9f_aac0_dcab80960e16" class="general-container "> <div class="large-12 large-12 medium-12 small-12 center"> <div class="container"> <div class="page-section-par parsys"><div class="textcomponentenhanced section"> <div id="textcomponentenhance_14720689586c1b9c21_35a6_48ee_b71e_2abcf97aa9cb"> <div class="general-container-text small-12 mob-p-content medium-12 tab-p-content large-12 lap-p-content large-12 d-p-content p-t-0 p-b-0 lap-p-t-0 lap-p-b-0 tab-p-t-0 tab-p-b-0 mob-p-t-0 mob-p-b-0 "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <h3 class="title color-black h3 none" >Data Science Ideation Workshop</h3> <div class="text-button"> <div class="textCmpEnhancedButton-par parsys"> </div> </div> </div> </div> </div> </div> <div class="textcomponentenhanced section"> <div id="textcomponentenhance_1813284860715397dc_965f_49fe_a2f1_aa4af9b72b0c"> <div class="general-container-text small-12 mob-p-content medium-12 tab-p-content large-12 lap-p-content large-12 d-p-content p-t-30 p-b-0 lap-p-t-0 lap-p-b-0 tab-p-t-0 tab-p-b-0 mob-p-t-0 mob-p-b-0 "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <p class="title color-black body-text" ><strong>Overview</strong></p> <div class="description color-secondary-grey no-space body-text"><p>Every enterprise in the world has data science and AI on their agenda, but most don’t know where to get started. This workshop will help customers create a roadmap to start AI in their business. We will show the art of the possible with NVIDIA technology.</p> <p> </p> <p>Service hours may be applied to assist the customer with the following activities:</p> <ul> <li>Interviews, demos and discussion with key stakeholders to understand customer’s goals.</li> <li>Analyze current workflows to understand if they can be AI accelerated.</li> <li>Map goals to activities and their prioritization.</li> <li>Develop services roadmap and engagement model.</li> </ul> <p>Activities may be applied to the following topics:</p> <ul> <li>Explore how to accelerate business and time to insight</li> <li>Understand customer’s, business, stakeholders, and use cases</li> <li>Discuss end-users and their requirements, including ROI needed to get stakeholder buy-in</li> <li>Understand required hardware and software and how to minimize total cost of ownership (TCO)</li> </ul></div> <div class="text-button"> <div class="textCmpEnhancedButton-par parsys"> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </section>  </div> </div> </div> </div> </div> <div class="modalContent parbase section"> <div id="modalcontent_copy_co_2041822219d8e38472_c740_4509_8039_c1f6a860e5f6" class="hide-modal-content"> <div id="ai-onboarding" class="general-container" data-width="800" data-height=""> <div class="modal-content parsys"><div class="sectionWrapper parbase section"> <section class="background-white p-t-30 p-b-30 tab-p-t-30 tab-p-b-30 mob-p-t-15 mob-p-b-15 " > <div id="sectionwrapperefd76b2d_5b15_4fd2_9c31_c71013f08bb9" class="general-container "> <div class="large-12 large-12 medium-12 small-12 center"> <div class="container"> <div class="page-section-par parsys"><div class="textcomponentenhanced section"> <div id="textcomponentenhance_147206895862fc2465_6450_42bc_a463_5ab006a0ca13"> <div class="general-container-text small-12 mob-p-content medium-12 tab-p-content large-12 lap-p-content large-12 d-p-content p-t-0 p-b-0 lap-p-t-0 lap-p-b-0 tab-p-t-0 tab-p-b-0 mob-p-t-0 mob-p-b-0 "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <h3 class="title color-black h3 none" >AI Onboarding Services for DGX</h3> <div class="text-button"> <div class="textCmpEnhancedButton-par parsys"> </div> </div> </div> </div> </div> </div> <div class="textcomponentenhanced section"> <div id="textcomponentenhance_18132848603b729c8c_a7b7_4925_b0cb_9f9685e17520"> <div class="general-container-text small-12 mob-p-content medium-12 tab-p-content large-12 lap-p-content large-12 d-p-content p-t-30 p-b-0 lap-p-t-0 lap-p-b-0 tab-p-t-0 tab-p-b-0 mob-p-t-0 mob-p-b-0 "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <p class="title color-black body-text" ><strong>Overview</strong></p> <div class="description color-secondary-grey no-space body-text"><p>A multi-week engagement to activate your team on your NVIDIA DGX system. Enable your team to begin their DGX journey alongside experts who can answer questions and teach best practices.<br>  </p> <p>Service hours may be applied to assist the customer with the following activities:</p> <ul> <li>Data science assessment & gap analysis</li> <li>Workflow assessments and interviews of stakeholders</li> <li>Recommend workflow optimization best practices</li> <li>Demo examples on AI at Scale workflows</li> <li>Education content on AI at Scale from software stack to data science model development and deployment</li> <li>Documenting assessment findings, recommended best practices, roadmap, and recommendations on customized training or future professional services engagements</li> </ul> <p>Activities may be applied to the following topics:</p> <ul> <li>Best Practices and Recommendations on: <ul> <li>Workload Optimization </li> <li>Data Science Tools including libraries, software, or open-source solutions.</li> <li>Accelerated data engineering including: data extraction, transformation, and loading (ETL) and data visualization at scale</li> <li>MLOps tools and supporting libraries</li> <li>DevOps job scheduling and monitoring </li> </ul> </li> <li>Multi-GPU and Multi-node model training and high-performance inference</li> </ul></div> <div class="text-button"> <div class="textCmpEnhancedButton-par parsys"> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </section>  </div> </div> </div> </div> </div> <div class="modalContent parbase section"> <div id="modalcontent_copy_co_1842825701bfe1ec9e_95b5_45dc_9e92_157031469235" class="hide-modal-content"> <div id="handsontraining" class="general-container" data-width="800" data-height=""> <div class="modal-content parsys"><div class="sectionWrapper parbase section"> <section class="background-white p-t-30 p-b-30 tab-p-t-30 tab-p-b-30 mob-p-t-15 mob-p-b-15 " > <div id="sectionwrapper03c7fcca_5f8e_40f9_ad60_97e51487e4d0" class="general-container "> <div class="large-12 large-12 medium-12 small-12 center"> <div class="container"> <div class="page-section-par parsys"><div class="textcomponentenhanced section"> <div id="textcomponentenhance_147206895812355238_8337_4ffe_b84a_60b707d96024"> <div class="general-container-text small-12 mob-p-content medium-12 tab-p-content large-12 lap-p-content large-12 d-p-content p-t-0 p-b-0 lap-p-t-0 lap-p-b-0 tab-p-t-0 tab-p-b-0 mob-p-t-0 mob-p-b-0 "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <h3 class="title color-black h3 none" >AI Hands-on-Training</h3> <div class="text-button"> <div class="textCmpEnhancedButton-par parsys"> </div> </div> </div> </div> </div> </div> <div class="textcomponentenhanced section"> <div id="textcomponentenhance_18132848603dfe254c_12c3_4497_bbef_d5d88ba19887"> <div class="general-container-text small-12 mob-p-content medium-12 tab-p-content large-12 lap-p-content large-12 d-p-content p-t-30 p-b-0 lap-p-t-0 lap-p-b-0 tab-p-t-0 tab-p-b-0 mob-p-t-0 mob-p-b-0 "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <p class="title color-black body-text" ><strong>Overview</strong></p> <div class="description color-secondary-grey no-space body-text"><p>Equip your team with hands-on training to optimally operate, develop and deploy AI at scale. Hands-on-trainings walk your team through best practices, tips and tricks to accelerate your AI applications with GPUs.</p> <p> </p> <p>Service hours may be applied to assist the customer with the following activities:</p> <ul> <li>Development of materials and trainings for training customization</li> <li>Delivering training content</li> </ul> <p>Activities may be applied to the following topics:</p> <ul> <li>GPU accelerated ETL, ML and Inference with RAPIDS</li> <li>GPU accelerated Machine Learning and Deep Learning including optimized Model Training and Inference</li> <li>Best practices in managing and monitoring GPU clusters, machine learning operations, and data science at scale</li> <li>AI Edge Deployments with NVIDIA Fleet Command</li> </ul></div> <div class="text-button"> <div class="textCmpEnhancedButton-par parsys"> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </section>  </div> </div> </div> </div> </div> <div class="modalContent parbase section"> <div id="modalcontent_copy_co_10877941912ef5564c_1076_401f_b788_c0f3cdb0dc87" class="hide-modal-content"> <div id="workflowoptimization" class="general-container" data-width="800" data-height=""> <div class="modal-content parsys"><div class="sectionWrapper parbase section"> <section class="background-white p-t-30 p-b-30 tab-p-t-30 tab-p-b-30 mob-p-t-15 mob-p-b-15 " > <div id="sectionwrapper834a2618_a783_4bec_b175_8c9880cae395" class="general-container "> <div class="large-12 large-12 medium-12 small-12 center"> <div class="container"> <div class="page-section-par parsys"><div class="textcomponentenhanced section"> <div id="textcomponentenhance_1472068958532fac82_57b6_45c8_874e_9c5666f4cbc5"> <div class="general-container-text small-12 mob-p-content medium-12 tab-p-content large-12 lap-p-content large-12 d-p-content p-t-0 p-b-0 lap-p-t-0 lap-p-b-0 tab-p-t-0 tab-p-b-0 mob-p-t-0 mob-p-b-0 "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <h3 class="title color-black h3 none" >AI Workflow Optimization</h3> <div class="text-button"> <div class="textCmpEnhancedButton-par parsys"> </div> </div> </div> </div> </div> </div> <div class="textcomponentenhanced section"> <div id="textcomponentenhance_18132848609724f5dd_ed86_4e58_b4a7_eea90c2a3211"> <div class="general-container-text small-12 mob-p-content medium-12 tab-p-content large-12 lap-p-content large-12 d-p-content p-t-30 p-b-0 lap-p-t-0 lap-p-b-0 tab-p-t-0 tab-p-b-0 mob-p-t-0 mob-p-b-0 "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <p class="title color-black body-text" ><strong>Overview</strong></p> <div class="description color-secondary-grey no-space body-text"><p>Equip your team with the know-how of deploying models with industry leading tools and technologies. We will help you migrate and accelerate a selected workload. Lower risk from critical steps and build application GPU acceleration understanding in your team.</p> <p> </p> <p>Service hours may be applied to assist the customer with the following activities:</p> <ul> <li>Interviews to understand customer’s workload</li> <li>Identification of performance gaps </li> <li>Workflow profiling and optimization</li> <li>Workflow integration with software stack</li> <li>Use case onboarding and workload migration or acceleration</li> <li>Support of training and deployment of models on the NVIDIA Platform</li> </ul> <p>Activities may be applied to the following topics:</p> <ul> <li>For a selected workload: <ul> <li>Application profiling</li> <li>Performance and scaling optimizations</li> <li>Enablement of multi-GPU or multi-node training</li> <li>Optimize workflow integration with MLOPs software</li> <li>Efficiently scale model inferencing</li> </ul> </li> </ul></div> <div class="text-button"> <div class="textCmpEnhancedButton-par parsys"> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> </section>  </div> </div> </div> </div> </div> <div class="modalContent parbase section"> <div id="modalcontent_copy_co_16803327810dab0956_f667_4b6b_b3c5_0c75a7b4f26b" class="hide-modal-content"> <div id="termsandconditions" class="general-container" data-width="800" data-height=""> <div class="modal-content parsys"><div class="sectionWrapper parbase section"> <section class="background-white p-t-30 p-b-30 tab-p-t-30 tab-p-b-30 mob-p-t-15 mob-p-b-15 " > <div id="sectionwrappera741ce2d_3637_4026_afc6_38424d9370c8" class="general-container "> <div class="large-12 large-12 medium-12 small-12 center"> <div class="container"> <div class="page-section-par parsys"><div class="textcomponentenhanced section"> <div id="textcomponentenhance_1472068958975dc0ed_87e4_4951_b010_c9d4b571b43f"> <div class="general-container-text small-12 mob-p-content medium-12 tab-p-content large-12 lap-p-content large-12 d-p-content p-t-0 p-b-0 lap-p-t-0 lap-p-b-0 tab-p-t-0 tab-p-b-0 mob-p-t-0 mob-p-b-0 "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <h3 class="title color-black h3 none" >Data Science Enterprise Professional Services Terms and Conditions</h3> <div class="text-button"> <div class="textCmpEnhancedButton-par parsys"> </div> </div> </div> </div> </div> </div> <div class="textcomponentenhanced section"> <div id="textcomponentenhance_181328486035129c36_80de_4ea2_be6f_d599dba7f4fc"> <div class="general-container-text small-12 mob-p-content medium-12 tab-p-content large-12 lap-p-content large-12 d-p-content p-t-30 p-b-0 lap-p-t-0 lap-p-b-0 tab-p-t-0 tab-p-b-0 mob-p-t-0 mob-p-b-0 "> <div class="text-left lap-text-left tab-text-left mob-text-left"> <div class="description color-secondary-grey no-space body-text"><p>NVIDIA Corporation or a designated subsidiary of NVIDIA Corporation (as applicable, “NVIDIA”) agrees to provide support services for designated NVIDIA products on a time and materials basis (“Professional Services”) to the customer (“you”) upon purchase from NVIDIA or a NVIDIA authorized reseller (“Reseller”).  </p> <p> </p> <p>SERVICES </p> <p> </p> <p>“Product” means NVIDIA hardware, NVIDIA licensed software, NVIDIA cloud services or other NVIDIA assets that NVIDIA agrees to support as described below. As examples of NVIDIA product families: NVIDIA DGX products, Jetson products, RTX Server products, and NVIDIA SDKs. NVIDIA will maintain the list of Products for which Professional Services are available and update the list from time to time.</p> <p> </p> <p>When you purchase Professional Services, the corresponding SKU will indicate the service limitations, including (without limitation) the Product(s) and maximum support time period. </p> <p> </p> <p>The reference to “1 day” in a SKU means up to eight (8) hours of services, the reference to “1 week” in a SKU means up to forty (40) hours of service, or the SKU may indicate the maximum number of hours of services. Services are provided during NVIDIA’s regular business hours, and exclude weekends and NVIDIA observed holidays.</p> <p> </p> <p>NVIDIA may allocate one or more individuals to deliver the hours of services. If a Professional Service is for 1 day of services, NVIDIA may, by way of example, allocate two individuals to work for up to four (4) hours or allocate one individual to work for up to eight (8) hours depending on the services to be provided.</p> <p> </p> <p>Professional Services may include one or more of the following services for a designated NVIDIA product:  analysis and assessment, training, implementation, code profiling and optimization, benchmarking, workload migration, or other services agreed by the parties. Prior to purchasing Professional Services, the date and location must be confirmed by NVIDIA, if applicable. If re-scheduling is requested by either party, the parties will cooperate to timely select a new date and location subject to availability as applicable. </p> <p> </p> <p>The services under these terms and conditions are provided on a time and materials basis without commitment to any specific results.  Professional Services not redeemed or utilized within six months of the purchase order acknowledgement from NVIDIA are automatically terminated, and no credit or refund is provided.</p> <p> </p> <p>Professional Services are either delivered directly by NVIDIA or by a NVIDIA authorized service provider. </p> <p> </p> <p>Professional Services are available to select parties upon approval from NVIDIA at NVIDIA’s discretion, in limited quantities based on availability of personnel, and in limited geographical locations as updated by NVIDIA from time to time in its sole discretion. </p> <p> </p> <p>Professional Services are add-on services, and only Products that are under a valid support contract with NVIDIA purchased separately qualify for Professional Services. No credits or refunds will be provided for any gaps in the provision of Professional Services under these terms and conditions if the related support expires or terminates.</p> <p> </p> <p>Professional Services are non-transferable, non-assignable and your services are terminated (in whole or in part) when the Product(s) under management are transferred to another party.</p> <p> </p> <p>WHAT THESE SERVICES DO NOT COVER   </p> <p> </p> <p>Professional Services fees include remote services, or in limited instances as agreed with NVIDIA on-site services, provided that on-site services assume up to 30 minutes of travel time each way. If additional travel is involved, NVIDIA will inform you in advance and the additional cost will be separately invoiced after incurred.</p> <p> </p> <p>NVIDIA hardware, licensed software, cloud services or assets shall be separately obtained, and Professional Services are for related services only. You agree to provide access to resources and materials reasonably required by NVIDIA or its authorized service provider to deliver Professional Services, including, without limitation, access via the internet or via direct modem or VPN connection to relevant servers, access to your facilities for requested on-site visits, and/or access to, and assistance of, your personnel. </p> <p> </p> <p>NVIDIA and its authorized service providers shall be excused from performing any of its obligations hereunder to the extent any such non-performance is attributable to your failure to perform your obligations under these terms and conditions, including but not limited to your obligation to provide timely payment for such Professional Services.</p> <p> </p> <p>INTELLECTUAL PROPERTY RIGHTS</p> <p> </p> <p>No transfer of ownership of any intellectual property will occur under these terms and conditions. NVIDIA does not provide as part of Professional Services joint development services, nor performs work for hire. You grant NVIDIA a non-exclusive, worldwide, royalty-free right and license to any intellectual property that is necessary for NVIDIA and its designees to perform the Professional Services. NVIDIA confidential information provided as part of Professional Service is subject to confidentiality obligations.</p> <p> </p> <p>PERSONAL INFORMATION</p> <p> </p> <p>In order to obtain Professional Services, you or a representative of your entity will need to register and create an account with NVIDIA and become a registered user. When creating an account, the registrant will be required to provide certain information and establish a username and a password. NVIDIA reserves the right to suspend or terminate an account if any information provided is inaccurate, false or misleading. Each registrant is responsible for safeguarding the password created for the account and for any activities or actions under such account, whether or not authorized by the registrant. NVIDIA will not be liable for any loss or damage arising from any registrant’s failure to comply with the above requirements. For more information on how NVIDIA handles data from NVIDIA enterprise customers, please visit NVIDIA’s Privacy Policy at: https://www.nvidia.com/en-us/about-nvidia/privacy-policy/.</p> <p> </p> <p>In connection with Professional Services, registrants may receive access to links to third party websites and services and the availability of those links does not imply any endorsement by NVIDIA. NVIDIA encourages each registrant to review the privacy statements on those sites and services to understand how they may collect, use and share any personal information. NVIDIA is not responsible for the privacy statements or practices of sites and services controlled by other companies or organizations or your reliance on information you gather from use of the links.</p> <p> </p> <p>DISCLAIMER OF WARRANTY </p> <p> </p> <p>PROFESSIONAL SERVICES ARE PROVIDED “AS IS” AND “WITH ALL FAULTS,” AND NVIDIA EXPRESSLY DISCLAIMS ALL WARRANTIES OF ANY KIND OR NATURE, WHETHER EXPRESS, IMPLIED OR STATUTORY, INCLUDING, BUT NOT LIMITED TO, ANY WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, TITLE, AND NON-INFRINGEMENT. NO WARRANTY IS MADE BY NVIDIA ON THE BASIS OF TRADE USAGE, COURSE OF DEALING OR COURSE OF TRADE. NVIDIA SHALL NOT BE RESPONSIBLE FOR ANY COSTS, EXPENSES OR OTHER LIABILITIES YOU MAY INCUR AS A RESULT OF YOUR ELECTIONS TO LEAVE OR REMOVE SOFTWARE AND DATA FROM HARDWARE IN ORDER TO OBTAIN SERVICES. </p> <p> </p> <p>LIMITATION OF LIABILITY </p> <p> </p> <p>IN NO EVENT SHALL NVIDIA BE LIABLE FOR INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, PUNITIVE, OR CONSEQUENTIAL DAMAGES OF ANY NATURE, OR ANY LOSS OF PROFITS, LOSS OF TECHNOLOGY, LOSS OF DATA, LOSS OF REVENUE, LOSS OF PRODUCTION OR USE, OR BUSINESS INTERRUPTION, OR PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES ARISING OUT OF OR IN CONNECTION WITH THESE SERVICES, WHETHER BASED ON CONTRACT OR TORT, INCLUDING NEGLIGENCE, OR ANY OTHER LEGAL THEORY, EVEN IF NVIDIA HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGES. IN NO EVENT WILL NVIDIA’S TOTAL CUMULATIVE LIABILITY UNDER OR ARISING OUT OF THESE TERMS AND CONDITIONS EXCEED THE NET AMOUNTS PAID BY YOU OR THE RESELLER TO NVIDIA (NET OF REBATES AND/OR OTHER CREDITS ISSUED TO YOU OR THE RESELLER) FOR THE PROFESSIONAL SERVICES UPON WHICH LIABLITY IS BASED. THE PARTIES AGREE THAT THE LIMITATIONS AND EXCLUSIONS OF LIABILITY AND DISCLAIMERS SPECIFIED IN THESE TERMS AND CONDITIONS WILL SURVIVE AND APPLY EVEN IF FOUND TO HAVE FAILED THEIR ESSENTIAL PURPOSE. THIS LIMITATION OF LIABILITY IS CUMULATIVE AND NOT PER INCIDENT (I.E. THE EXISTENCE OF TWO OR MORE CLAIMS WILL NOT ENLARGE THIS LIMIT).</p> <p> </p> <p>GOVERNING LAW; JURISDICTION</p> <p> </p> <p>These terms and conditions shall be governed in all respects by the laws of the United States and of the State of Delaware as those laws are applied to contracts entered into and performed entirely within Delaware, by Delaware residents, without regard to the conflicts of laws principles thereof. You hereby agree to these and conditions in the English language. The United Nations Convention on Contracts for the International Sale of Goods is specifically disclaimed. The state and/or federal courts residing in Santa Clara County, California, USA shall have exclusive jurisdiction over any dispute or claim arising out of these terms and conditions or the services. The invalidity in whole or in part of any provision of these terms and conditions shall not affect the validity of any other provision thereof.</p> <p> </p> <p>CONTACT INFORMATION</p> <p> </p> <p>For additional information about Professional Services, please contact enterpriseservices@nvidia.com.</p> <p> </p> <p>(v. 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