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Welcome to Session 13 of our Open RAN series! In this session, we'll explore the integration of Artificial Intelligence (AI) and Machine Learning (ML) in Open RAN. These technologies play a crucial role in designing intelligent systems that enhance the overall ecosystem of Open RAN.<br/><br/>Artificial Intelligence and Machine Learning<br/>Artificial Intelligence (AI) refers to the simulation of human intelligence in machines that are programmed to think and learn like humans. Machine Learning (ML) is a subset of AI that allows machines to learn from data without being explicitly programmed. These technologies can revolutionize Open RAN by enabling intelligent decision-making, predictive maintenance, and network optimization.<br/><br/><br/>Application of Machine Learning in Open RAN<br/>Machine Learning algorithms use mathematical functions to analyze data and make predictions or decisions based on that analysis. In Open RAN, ML can be applied to various areas such as network optimization, predictive maintenance, and intelligent resource allocation. ML algorithms can analyze network traffic patterns, predict equipment failures, and optimize network performance, leading to improved efficiency and reliability.<br/><br/><br/>Join us as we explore the potential of AI and Machine Learning in Open RAN. Don't forget to subscribe to the \
⏲ 4:15 👁 25K
An Australian company has taken Uber to court, saying the tech giant accessed their company data and tried to poach their drivers.
⏲ 1:43 👁 1.2M
Deducing cash flows involves analyzing financial data to understand the sources and uses of cash within a business over a specific period. Here's how you can deduce cash flows:<br/><br/>Start with the Cash Flow Statement: The cash flow statement provides a summary of a company's cash inflows and outflows from operating, investing, and financing activities. Begin by examining the cash flow statement to understand the overall cash flow picture.<br/><br/>Analyze Operating Activities:<br/><br/>Identify cash inflows from operating activities, such as cash receipts from customers, interest received, and dividends received.<br/>Deduce cash outflows related to operating activities, including payments to suppliers, employees, and other operating expenses.<br/>Consider Changes in Working Capital:<br/><br/>Analyze changes in working capital accounts, such as accounts receivable, accounts payable, and inventory.<br/>Increases in working capital typically represent cash outflows, while decreases represent cash inflows.<br/>Assess Investing Activities:<br/><br/>Identify cash inflows from investing activities, such as proceeds from the sale of assets or investments.<br/>Deduce cash outflows related to investing activities, such as purchases of property, plant, and equipment (PP&E) or investments in securities.<br/>Evaluate Financing Activities:<br/><br/>Identify cash inflows from financing activities, such as proceeds from issuing debt or equity securities.<br/>Deduce cash outflows related to financing activities, such as debt repayments, dividend payments, or share repurchases.<br/>Analyze Non-Operating Items:<br/><br/>Consider any non-operating cash flows, such as proceeds from legal settlements, insurance claims, or extraordinary items.<br/>Deduce the impact of these non-operating items on overall cash flows.<br/>Compare to Income Statement and Balance Sheet:<br/><br/>Compare the cash flow statement with the income statement and balance sheet to ensure consistency and identify any discrepancies.<br/>Analyze how changes in income statement and balance sheet accounts translate into cash flow movements.<br/>Adjust for Non-Cash Items:<br/><br/>Consider non-cash items included in the income statement, such as depreciation, amortization, and stock-based compensation.<br/>Deduct these non-cash expenses from net income to determine cash flows from operating activities.<br/>Document Assumptions and Methodologies:<br/><br/>Document the assumptions and methodologies used to deduce cash flows, including any adjustments or estimates made.<br/>Provide clear explanations for the rationale behind adjustments and assumptions.<br/>Regularly Review and Update:<br/><br/>Regularly review and update the analysis as new financial data becomes available or business conditions change.<br/>Adjust assumptions and methodologies as needed to reflect actual performance and evolving circumstances.<br/>By following these steps and employing sound financial analysis techniques, you can effectively deduce cash flows and gain insights into the cash flow dynamics of a business.
⏲ 5:6 👁 25K
Identifying a missing number in a forecasted balance sheet involves a systematic approach to analyzing the available financial information and applying accounting principles. Here's a step-by-step guide to help you identify the missing number:<br/><br/>Review Available Information: Start by reviewing the forecasted balance sheet and any accompanying financial data. Understand the structure of the balance sheet and the relationships between its components, including assets, liabilities, and equity.<br/><br/>Check for Completeness: Ensure that all relevant accounts are included in the forecasted balance sheet. Common accounts include cash, accounts receivable, inventory, property, plant, and equipment (PP&E), accounts payable, long-term debt, equity, etc. If any account is missing, identify it.<br/><br/>Analyze Previous Periods: Compare the forecasted balance sheet with historical balance sheets from previous periods. Look for patterns and trends in the historical data that can help you identify the missing number. For example, if a certain account has been consistently increasing or decreasing over time, you can use this information to estimate the missing amount.<br/><br/>Use Ratios and Relationships: Utilize financial ratios and relationships between different accounts to estimate the missing number. For instance, you can calculate ratios such as the current ratio (current assets divided by current liabilities) or the debt-to-equity ratio (total debt divided by total equity) and use them to estimate the missing amount.<br/><br/>Consider External Factors: Take into account any external factors or business drivers that may impact the missing number. Factors such as industry trends, economic conditions, company growth projections, and changes in business strategy can influence the forecasted balance sheet.<br/><br/>Consult with Experts: If necessary, consult with accounting experts, financial analysts, or other professionals who have experience in financial forecasting and analysis. They can provide valuable insights and guidance in identifying the missing number accurately.<br/><br/>Adjust and Iterate: Make adjustments to the forecasted balance sheet based on your analysis and estimation of the missing number. Iterate the process if needed, refining your approach until you have a comprehensive and reliable forecast.<br/><br/>By following these steps and leveraging available information and analytical tools, you can effectively identify missing numbers in a forecasted balance sheet and ensure its accuracy and reliability for decision-making purposes.
⏲ 4:23 👁 25K
Exploring lahore & visiting lahore Fort, Maharaja Ranjit Singh's Tomb & Famous Kukoo's Cafe in Heera Mandi<br/><br/>30 Dec 2013<br/><br/>Tech Data:<br/>Camera: CANON LEGRIA HRF16 Camcorder<br/>Video: MTS (HD)<br/>Editing: WMM on Win 7<br/>
⏲ 7:26 👁 20K
The Boston Celtics have suffered some nasty crunch-time losses this season, often on National TV for all to see. But how do their crunch-time issues compare to other contenders? How do they compare to the 2008 championship Celtics?<br/><br/>Plus, we fire up the Schadenfreude Report to discuss the Bucks' loss to the no Lebron Lakers, and much more.<br/><br/>Please LIKE this video and SUBSCRIBE to the channel!<br/><br/>Check out this week's underrated plays vid: https://youtu.be/aiSOMrMsX1k<br/>️Subscribe to the podcast: https://podcasts.apple.com/podcast/first-to-the-floor-a-boston-celtics-podcast/id1351038879<br/>Follow us on Instagram: https://www.instagram.com/firsttothefloor18/<br/>Watch live Celtics games with us: https://playback.tv/celticsblog<br/>Check out Spooney's latest column on CelticsBlog: https://bit.ly/3UCITHv<br/><br/>JOIN OUR DISCORD SERVER: https://discord.gg/H75UWjmtya<br/>Buy our MERCH, Support the show!: https://bit.ly/fttfmerch<br/><br/>#bostonceltics<br/>#celtics<br/>#postgame<br/>#firsttothefloor<br/>#jaysontatum<br/>#jaylenbrown<br/>#nba
⏲ 45:23 👁 8.6M
US Job Market , Stays Strong Despite , Widespread Layoffs.<br/>'Newsweek' reports that government job cuts are at the highest <br/>they've been since September of 2011, with the most recent <br/>wave of layoffs hitting Army and Veterans Affairs offices.<br/>The latest data from job search and coaching firm <br/>Challenger, Gray & Christmas, Inc. comes amid <br/>job losses in different industries across the U.S. .<br/>Government agencies cut <br/>over 36,000 jobs in March, <br/>with 10,000 layoffs coming <br/>from Veterans Affairs.<br/>Overall, over 90,000 positions were <br/>eliminated by employers last month, <br/>a 7% increase from February's numbers.<br/>Layoffs certainly ticked up<br/>to round out the first quarter, <br/>though below last year's levels. <br/>Many companies appear <br/>to be reverting to a <br/>'do more with less' approach, Andy Challenger, workplace and labor expert at <br/>Challenger, Gray & Christmas Inc., via 'Newsweek'.<br/>Since the beginning of 2024, technology firms <br/>cut over 42,000 positions, with tech companies <br/>reducing over 14,000 positions in March alone.<br/>While Technology continues to <br/>lead all industries so far this year, <br/>several industries, including Energy <br/>and Industrial Manufacturing, are <br/>cutting more jobs this year than last, Andy Challenger, workplace and labor expert at <br/>Challenger, Gray & Christmas Inc., via 'Newsweek'.<br/>While Technology continues to <br/>lead all industries so far this year, <br/>several industries, including Energy <br/>and Industrial Manufacturing, are <br/>cutting more jobs this year than last, Andy Challenger, workplace and labor expert at <br/>Challenger, Gray & Christmas Inc., via 'Newsweek'.<br/>Q1 of 2024 also saw financial firms cut <br/>positions, slashing nearly 29,000 jobs.<br/>Despite the waves of layoffs, experts suggest <br/>that workers are still experiencing <br/>a strong labor market. .<br/>Strong growth of 184,000 jobs, <br/>strong pay growth per job changers, <br/>and these sentiment indicators both <br/>in the manufacturing survey and our <br/>own worker sentiment and that is still <br/>seeing a pretty solid, maybe even <br/>good to great, jobs market for 2024, Nela Richardson's, ADP Research Institute <br/>chief economist, via 'Newsweek'
⏲ 1:30 👁 185K
House price rose 0.6% in March. New data is showing landlords have started flooding back into the market, making it even harder for first home buyers.
⏲ 1:55 👁 135K
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