Deep Learning Market Forecasted to Hit $296B

A new report from Mordor Intelligence predicts the global deep learning market will surpass $296 billion by 2031. The market is expected to grow at a 35.48% compound annual growth rate (CAGR) between 2026 and 2031. Growth is attributed to rising generative AI investments and increased demand for automation in areas like computer vision and robotics.

- The deep learning market was valued at approximately $96.8 billion in 2024. North America held the largest revenue share at 33.6%, with significant adoption in its healthcare, automotive, and retail sectors. - Key hardware and infrastructure providers enabling deep learning's expansion include NVIDIA, with its dominant GPUs and CUDA ecosystem, alongside major cloud platform providers like Amazon Web Services (AWS), Microsoft Azure, and Google Cloud. - In supply chain and logistics, deep learning is applied to improve demand forecasting accuracy by analyzing historical data and external factors, optimize inventory levels, and enhance logistics through dynamic route optimization using reinforcement learning. - For warehouse automation, AI and machine learning can reduce errors in forecasting by 30% to 50% and are used for predictive maintenance on equipment, quality control, and optimizing the placement of high-demand items to minimize travel time during order picking. - The growth of edge AI, facilitated by companies like Intel and Qualcomm, allows for on-site data processing in warehouses, reducing latency and improving the real-time decision-making of robotic systems. This is critical for on-device inference in handhelds and other fixed infrastructure. - TinyML, a subfield of machine learning, enables analytics to be performed on low-power edge devices, which is being used to monitor inventory on shelves in real-time and alert personnel if an item is misplaced in a warehouse. - Private investment in generative AI, a key driver of the deep learning market, reached $33.9 billion in 2024, representing over 20% of all AI-related private investment. - Hyderabad, India is emerging as a critical enterprise tech hub, housing the largest non-US campuses for Microsoft, Amazon, and Google, and employing over 900,000 people in the IT sector. The city is a growing center for global capability centers (GCCs) and saw a 48.9% rise in enterprise software funding in 2025 compared to the previous year.

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