Detecting anomalous nodes in attributed networks, where each node is associated with both structural connections and descriptive attributes, is essential for identifying fraud, misinformation, and suspicious behavior in domains such as social networks, academic citation graphs, and e-commerce platforms. We propose Flex-GAD, a novel unsupervised framework for graph anomaly detection at the node level. Flex-GAD integrates two encoders to capture complementary aspects of graph data. The framework incorporates a novel community-based GCN encoder to model intra-community and inter-community information into node embeddings, thereby ensuring structural consistency, along with a standard attribute encoder. These diverse representations are fused using a self-attention-based representation fusion module, which enables adaptive weighting and effective integration of the encoded information. This fusion mechanism allows automatic emphasis of the most relevant node representation across different encoders. We evaluate Flex-GAD on seven real-world attributed graphs with varying sizes, node degrees, and attribute homogeneity. Flex-GAD achieves an average AUC improvement of 7.98% over the previously best-performing method, GAD-NR, demonstrating its effectiveness and flexibility across diverse graph structures. Moreover, it significantly reduces training time, running 102x faster per epoch than Anomaly DAE and 3x faster per epoch than GAD-NR on average across seven benchmark datasets.

IntegriChain is the data and application backbone for market access departments of Life Sciences manufacturers. We deliver the data, the applications, and the business process infrastructure for patient access and therapy commercialization. More than 250 manufacturers rely on our ICyte Platform to orchestrate their commercial and government payer contracting, patient services, and distribution channels. ICyte is the first and only platform that unites the financial, operational, and commercial data sets required to support therapy access in the era of specialty and precision medicine. With ICyte, Life Sciences innovators can digitalize their market access operations, freeing up resources to focus on more data-driven decision support.

Our culture is defined by our values and our deep commitment to help our clients succeed. We are a division of the 38th largest company in the world and bring to bear the strength of a very large network of interconnected Hitachi companies. At the same time we remain absolutely committed to the nimble agility that helped us grow Hitachi Solutions from three founding partners to nearly 2,000 consultants, developers and support personnel all around the globe. Hitachi Solutions is a leader in providing industry solutions based on Microsoft Dynamics AX and Microsoft Dynamics CRM. Hitachi Solutions provides its customers with industry focus, software industry domain expertise, and proven tier-1 people.

RPA.Jobs is a leading job board for automation specialists in India. Focused on Robotics Process Automation (RPA), Artificial Intelligence (AI) and Machine Learning (ML) positions with great companies.

CloudMoyo is the partner of choice for solutions at the intersection of cloud and analytics. We help modern enterprises define their path to the Cloud and leverage the power of data driven insights. Headquartered in Bellevue, WA, with a presence in Overland Park, Kansas and an innovation center in Pune, India, CloudMoyo is set apart by the company's relentless focus on delighting customers, the strength of our smart technology accelerators, our strong business domain experience, and a deep pool of technical talent with experience in the Microsoft Cloud & Advanced Analytics.

For a Self-reliant India, to fulfil demand of highly skilled Artificial Intelligence and Cyber Security professionals in the country, Defence Institute of Advanced Technology, DIAT, Pune is conducting the nationwide Online Training and Certification Courses (OTCC) in Cyber Security, Artificial Intelligence & Machine Learning(AI & ML). The School of Computer Engineering and Mathematical Sciences of DIAT has completed two batches of these courses and more than 1600 candidates are successfully trained and certified. The 3rd batch of AI & ML course is on-going. Now DIAT is launching next batches of 16-weeks Online Course on Cyber Security, and 12-weeks Online Course on Artificial Intelligence & Machine Learning (AI & ML)in December 2022. The Graduating students, professionals, or any graduate person can apply for these courses.

RPA Developer (Robotic Process Automation/UI Path/UIPath) is urgently required by our Global Telco Company for an initial 1-year rolling contract on a minimum 3-year anticipated program of work. Ethans Tech is one of the most famous names among students for IT training and certification. We offer IT training courses for experienced entry-level candidates.

Jojo Moolayil is an Artificial Intelligence, Deep Learning, Machine Learning & amp; Decision Science professional with over 5 years of industrial experience and published author of the book – Smarter Decisions – The Intersection of IoT and Decision Science. He has worked with several industry leaders on high impact and critical data science and machine learning projects across multiple verticals. He is currently associated with Amazon Web Services as a Research Scientist. He was born and raised in Pune, India and graduated from the University of Pune with a major in Information Technology Engineering. He started his career with Mu Sigma Inc., the world's largest pure-play analytics provider and worked with the leaders of many Fortune 50 clients.

The best Artificial Intelligence Training in Pune offered 3RI Technologies, which can be an outstanding choice to make. At 3RI Technologies, there are certified Artificial Intelligence professionals to give you the best and knowledgeable training. Artificial Intelligence came into existence when people started taking an interest in automated technologies and ventures. The Greeks had legendary tales about robots, the Chinese and the Egyptians also had accomplished some headway around there. Artificial intelligence is constantly progressing at a fast rate as organizations are finding better approaches to receive the rewards of this innovation to mechanize forms, increment efficiency, and diminish cost.

In this tech-driven world, chatbot development is highly important for organizations. Their many companies are looking for highly-skilled chatbot developer who will be responsible for developing applications using technologies like artificial intelligence, machine learning, NLP and more to automate communication and customer services. The emergence of artificial intelligence and NLP has created this smart technology to constantly interact with a large customer base. This is your chance to work with elite companies and collaborate with top professionals across the globe. Thus, chatbot developer jobs are in demand, this article features the top ones to apply in January 2022.