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VentureBeat
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xpander.ai’s Agent Graph System makes AI agents more reliable, gives them info step-by-step
- Israeli startup xpander.ai has introduced the Agent Graph System (AGS), which is a new approach to building reliable and efficient multi-step AI agents.
- AGS uses a graph-based workflow to guide agents through appropriate API calls step by step, reducing errors and inefficiencies.
- In benchmarking tests, AGS demonstrated a 98% success rate in multi-step tasks, completing workflows 38% faster and with 31.5% fewer tokens.
- xpander.ai's AGS sets a new standard for reliability and efficiency in automation, empowering businesses to harness the potential of AI-driven workflows.
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Medium
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Day 2: Types of Machine Learning (Supervised, Unsupervised, Reinforcement)
- Supervised learning requires labeled data but excels in prediction tasks.
- Unsupervised learning is ideal for exploratory data analysis but requires domain expertise to interpret results.
- Reinforcement learning is suited for problems involving sequential decision-making but is computationally expensive to train.
- Combining these paradigms and exploring hybrid approaches unlocks the full potential of machine learning.
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Analyticsindiamag
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Nokia Expands 5-Year Deal with Microsoft Azure to Power Data Centre Networks
- Nokia has expanded its five-year deal with Microsoft Azure to provide routers and switches for the data centre networks.
- The collaboration aims to strengthen Nokia's global presence and position as a strategic supplier for Microsoft's cloud infrastructure.
- Nokia will deploy its 7250 IXR-10e platform to deliver multi-terabit-scale interconnectivity across Azure's data centres.
- The agreement also focuses on accelerating open-source SONiC development and enhancing Azure's scalability.
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Analyticsindiamag
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Google’s AlphaQubit to Make Quantum Computers More Reliable
- Google Deepmind researchers have introduced AlphaQubit, an AI-based system that can identify errors inside quantum computers.
- AlphaQubit helps make quantum computers more reliable by decoding the surface code and suppressing errors.
- The system was trained on data from 49 qubits within the Sycamore quantum processor and achieved groundbreaking results.
- Google DeepMind aims to combine AI with quantum computing to address errors and advance the reliability and scalability of quantum computers.
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Medium
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Top 10 Must-Know Machine Learning Algorithms for Aspiring Data Scientists
- Linear Regression: Simple yet powerful algorithm for predicting continuous outcomes based on input features.
- Logistic Regression: Binary classification algorithm mapping predicted values between 0 and 1.
- Decision Tree: Intuitive algorithm for classification and regression tasks with potential for overfitting.
- Random Forest: Ensemble learning technique with multiple decision trees for improved accuracy and stability.
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Medium
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Shakespeare
- The poem reflects on the passage of time and the pain of lost memories.
- It speaks of vows made in the past and the weight of death's specter.
- However, it encourages moving forward and finding solace amidst sorrow.
- The poem ends with hope, comparing the sun's return to finding guidance and renewal.
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Medium
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Fitness Routines and Exercise:
- Regular exercise is the secret to a healthy and happy life.
- Benefits of exercise include weight management, improved cardiovascular health, enhanced mental clarity, enhanced muscles and flexibility, and quality sleep.
- Fitness exercises include HIIT, strength training, cardio exercises, yoga or pilates, and outdoor exercises like hiking, walking, and jogging.
- Tips for developing a fitness plan include establishing reasonable objectives, planning your workout schedule, getting a workout partner, diversifying your exercise routine, and paying attention to your body.
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Analyticsindiamag
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Perplexity’s Shopping Assistant is a Killer
- California-based conversational search engine Perplexity has upgraded its platform with new shopping features.
- Perplexity's CEO believes the search engine has market potential in India.
- The new shopping feature, 'Buy with Pro', allows users to research and purchase products directly from select merchants.
- Perplexity aims to offer a cleaner, user-friendly shopping experience by removing ads and spam.
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Medium
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100
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The Ethical Statistician…
- The ethical statistician identifies who is responsible for the statistical work and reports the sources and adequacy of data.
- Data integrity and valid results are preserved, and potential confounding variables are addressed.
- The findings are conveyed honestly and meaningfully through tables, models, and graphics.
- The financial sponsor, purpose, and intended use of the study results are disclosed, and appropriate disclaimers are included for non-representative data.
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Analyticsindiamag
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AI Scaling Laws Crumble Under Token Pressure
- Microsoft’s Satya Nadella tackled the AI scaling challenge at Microsoft Ignite.
- The scaling laws in AI are not physical laws but empirical observations.
- Efforts in areas such as model architectures, data regimes and system architectures are needed to push innovation.
- Microsoft is working closely with NVIDIA on scaling test-time computing for OpenAI.
- 'Tokens per watt plus dollar' is Microsoft's new metric to reflect the efficiency of generating tokens.
- Data centres are now viewed as a product by NVIDIA rather than just GPUs.
- Electricity, supply chain and capital are major challenges when it comes to scaling computing.
- OpenAI plans to partner with TSMC and Broadcom to launch its first in-house AI chip by 2026.
- Major inference chip makers like Groq, Sambanova and Cerebras have improved performance.
- NVIDIA is working with its suppliers to cool overheating racks.
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Analyticsindiamag
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SQL Server Now Natively Integrates into Microsoft Fabric
- Microsoft announces the integration of SQL Server into Microsoft Fabric databases, combining operational and analytical databases into one platform.
- This eliminates the need to shuffle data between systems, simplifying enterprise data management.
- 70% of the Fortune 500 already adopted Microsoft Fabric, reinforcing its dominance in enterprise data management.
- SQL Server 2025, in preview, is an enterprise AI-ready database with integrated AI capabilities and enhanced security measures.
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Dev
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Why Read/Write in Hash Maps Has O(1) Time Complexity⁉️🚀
- Hash maps are data structures that store data in key-value pairs and are known for their efficient read and write operations.
- The efficiency of these operations is achieved through the use of hashing and direct array access.
- Hashing converts keys into unique integers, which are then used as indices in the internal array.
- Collisions, which occur when different keys produce the same hash, are handled through techniques like chaining or open addressing.
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Medium
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A Step-by-Step Roadmap to Becoming a Data Analyst
- Data visualization and database management skills are crucial for becoming a data analyst.
- Consider formal education or online courses to build your knowledge base.
- Participate in internships or entry-level jobs to gain hands-on experience.
- Networking, continuous learning, and tailoring your resume are important for success.
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Medium
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181
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Fraud Detection 2.0: How data science is changing the game
- Data science enables real-time fraud detection and adaptive learning.
- Machine learning algorithms analyze transaction data to identify fraud.
- Common applications of data science in fraud prevention include credit card fraud, insurance fraud, and anti-money laundering.
- Challenges of using data science in fraud detection include data quality, false positives, and privacy regulations.
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Analyticsindiamag
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Amid the Wait for o1, OpenAI Releases New Updates
- OpenAI has released a new update for the GPT-4o model, improving its creative writing capabilities and file handling.
- Users have noticed that the update bypasses popular AI text detector tools and has a distinct style.
- GPT-4o achieved the top rank on the lmarena.ai benchmark leaderboard.
- OpenAI made the Advanced Voice Model available on desktop and is awaiting the release of o1.
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