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TechSurge: Deep Tech VC Podcast


1 Understanding the Elegant Math Behind Modern Machine Learning 1:14:43
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Artificial intelligence is evolving at an unprecedented pace—what does that mean for the future of technology, venture capital, business, and even our understanding of ourselves? Award-winning journalist and writer Anil Ananthaswamy joins us for our latest episode to discuss his latest book Why Machines Learn: The Elegant Math Behind Modern AI . Anil helps us explore the journey and many breakthroughs that have propelled machine learning from simple perceptrons to the sophisticated algorithms shaping today’s AI revolution, powering GPT and other models. The discussion aims to demystify some of the underlying math that powers modern machine learning to help everyone grasp this technology impacting our lives, even if your last math class was in high school. Anil walks us through the power of scaling laws, the shift from training to inference optimization, and the debate among AI’s pioneers about the road to AGI—should we be concerned, or are we still missing key pieces of the puzzle? The conversation also delves into AI’s philosophical implications—could understanding how machines learn help us better understand ourselves? And what challenges remain before AI systems can truly operate with agency? If you enjoy this episode, please subscribe and leave us a review on your favorite podcast platform. Sign up for our newsletter at techsurgepodcast.com for exclusive insights and updates on upcoming TechSurge Live Summits. Links: Read Why Machines Learn, Anil’s latest book on the math behind AI https://www.amazon.com/Why-Machines-Learn-Elegant-Behind/dp/0593185749 Learn more about Anil Ananthaswamy’s work and writing https://anilananthaswamy.com/ Watch Anil Ananthaswamy’s TED Talk on AI and intelligence https://www.ted.com/speakers/anil_ananthaswamy Discover the MIT Knight Science Journalism Fellowship that shaped Anil’s AI research https://ksj.mit.edu/ Understand the Perceptron, the foundation of neural networks https://en.wikipedia.org/wiki/Perceptron Read about the Perceptron Convergence Theorem and its significance https://www.nature.com/articles/323533a0…
#122 - Q&A edition...tracking Roth IRA contributions, what to do with leftover RMD money, using total bond market funds and MORE!
Manage episode 446568563 series 3305727
Conteúdo fornecido por Andy Panko. Todo o conteúdo do podcast, incluindo episódios, gráficos e descrições de podcast, é carregado e fornecido diretamente por Andy Panko ou por seu parceiro de plataforma de podcast. Se você acredita que alguém está usando seu trabalho protegido por direitos autorais sem sua permissão, siga o processo descrito aqui https://pt.player.fm/legal.
Listener Q&A where Andy talks about:
- How to keep track of Roth IRA contributions ( 6:45 )
- Considering getting employer-sponsored health insurance to supplement Medicare ( 12:15 )
- What to do with money from an RMD that you don't actually need ( 16:48 )
- Understanding the capital gain exclusion on selling your primary residence ( 19:58 )
- How to determine how much you can rent out a rental property for, and how to screen for tenants ( 23:42 )
- How to distribute from a portfolio that includes total bond market funds as its fixed income allocation ( 28:10 )
- Rolling over up to $35k of unused 529 funds into a Roth IRA ( 34:28 )
To send Andy questions to be addressed on future Q&A episodes, email andy@andypanko.com
Links in this episode:
- The Boomer Benefits Facebook group - here
- My podcast about the primary residence sale capital gain exclusion - here
- TransUnion SmartMove website - here
- My company newsletter - Retirement Planning Insights
- Facebook group - Retirement Planning Education (formerly Taxes in Retirement)
- YouTube channel - Retirement Planning Education (formerly Retirement Planning Demystified)
- Retirement Planning Education website - www.RetirementPlanningEducation.com
143 episódios
Manage episode 446568563 series 3305727
Conteúdo fornecido por Andy Panko. Todo o conteúdo do podcast, incluindo episódios, gráficos e descrições de podcast, é carregado e fornecido diretamente por Andy Panko ou por seu parceiro de plataforma de podcast. Se você acredita que alguém está usando seu trabalho protegido por direitos autorais sem sua permissão, siga o processo descrito aqui https://pt.player.fm/legal.
Listener Q&A where Andy talks about:
- How to keep track of Roth IRA contributions ( 6:45 )
- Considering getting employer-sponsored health insurance to supplement Medicare ( 12:15 )
- What to do with money from an RMD that you don't actually need ( 16:48 )
- Understanding the capital gain exclusion on selling your primary residence ( 19:58 )
- How to determine how much you can rent out a rental property for, and how to screen for tenants ( 23:42 )
- How to distribute from a portfolio that includes total bond market funds as its fixed income allocation ( 28:10 )
- Rolling over up to $35k of unused 529 funds into a Roth IRA ( 34:28 )
To send Andy questions to be addressed on future Q&A episodes, email andy@andypanko.com
Links in this episode:
- The Boomer Benefits Facebook group - here
- My podcast about the primary residence sale capital gain exclusion - here
- TransUnion SmartMove website - here
- My company newsletter - Retirement Planning Insights
- Facebook group - Retirement Planning Education (formerly Taxes in Retirement)
- YouTube channel - Retirement Planning Education (formerly Retirement Planning Demystified)
- Retirement Planning Education website - www.RetirementPlanningEducation.com
143 episódios
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Retirement Planning Education, with Andy Panko

1 #140 - Q&A edition...Donor Advised Funds, back door Roth IRA contributions, 10-year Treasury bonds, crypto and MORE! 53:02
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Listener Q&A where Andy talks about: Can Donor Advised Funds ("DAFs") be funded with pre-tax IRA money ( 2:22 ) How to do a backdoor Roth IRA contribution and avoid the pro rata rule if you have pre-tax funds in other IRAs ( 5:46 ) What are the must have important things to address and get right in retirement planning, vs what are nice to have optimization things ( 10:51 ) How come most flat fee advisors don't work with clients with net worth in excess of $10 million ( 19:50 ) How to invest excess money in taxable brokerage accounts ( 26:21 ) Can funds or investments in taxable brokerage accounts be exchanged in-kind with others to avoid consequences ( 30:07 ) Why is the 10-year Treasury bond used as a benchmark for many fixed income products, and why do bond prices change when interest rates change ( 32:49 ) How to know if you're over-saving ( 38:27 ) Thoughts about timing in when you take distributions vs doing Qualified Charitable Distributions ("QCDs") to satisfy Required Minimum Distributions ("RMDs") ( 41:51 ) My thoughts on crypto assets ( 46:29 ) To find an "advice only" advisor - www.AdviceOnlyNetwork.com To send Andy questions to be addressed on future Q&A episodes, email andy@andypanko.com My company newsletter - Retirement Planning Insights Facebook group - Retirement Planning Education (formerly Taxes in Retirement) YouTube channel - Retirement Planning Education (formerly Retirement Planning Demystified) Retirement Planning Education website - www.RetirementPlanningEducation.com…
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Retirement Planning Education, with Andy Panko

1 #139 – Retirement planning chat with a "real" person, John McLaurin 58:14
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Andy chats with a real person (not an advisor) doing their own retirement planning. In this episode, Andy talks with John McLaurin. They talk about a wide array of retirement planning topics such as planning for special needs and the "generational" planning involved, investing, Social Security, when they got serious about retirement planning, and more! Links in this episode: The book John mentioned - The Special Needs Planning Guide: How to Prepare for Every Stage of Your Child's Life Tenon Financial monthly e-newsletter - Retirement Planning Insights Facebook group - Retirement Planning Education (formerly Taxes in Retirement) YouTube channel - Retirement Planning Education (formerly Retirement Planning Demystified) Retirement Planning Education website - www.RetirementPlanningEducation.com To send Andy questions to be addressed on future Q&A episodes, email andy@andypanko.com…
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Retirement Planning Education, with Andy Panko

1 #138 – Retirement planner chat, with Liz Yoder from Dependent Financial Planning 1:12:46
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Andy chats with fellow retirement planner Liz Yoder, CFP®, ChSNC® from Dependent Financial Planning. In this episode they talk about a wide array of retirement planning topics with a particular emphasis on special needs planning and the unique considerations and areas to consider when you or your child has or is likely to have a disability Links in this episode: Liz's advisory company website - Dependent Financial Planning Liz's LinkedIn profile - Elizabeth (Wolleben) Yoder To send Andy questions to be addressed on future Q&A episodes, email andy@andypanko.com Tenon Financial monthly e-newsletter - Retirement Planning Insights Facebook group - Retirement Planning Education (formerly Taxes in Retirement) YouTube channel - Retirement Planning Education (formerly Retirement Planning Demystified) Retirement Planning Education website - www.RetirementPlanningEducation.com…
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Retirement Planning Education, with Andy Panko

1 #137 - 7 scenarios where it might be beneficial to do Roth conversions 53:08
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Andy discussed seven common scenarios where it might be beneficial to do Roth conversions: You know your income now is much lower than it will be in the future You're married (and may eventually be single) You have large pre-tax accounts Your eventual heirs are likely to be in higher tax situations than you currently are Your plan on moving to a state that will have higher income taxes than your current state You're convinced tax rates will increase markedly in the future You want greater tax "diversity" amongst your investable accounts Links in this episode: Tenon Financial newsletter summarizing the 7 potential Roth conversion scenarios - here Tenon Financial monthly e-newsletter - Retirement Planning Insights Facebook group - Retirement Planning Education (formerly Taxes in Retirement) YouTube channel - Retirement Planning Education (formerly Retirement Planning Demystified) Retirement Planning Education website - www.RetirementPlanningEducation.com To send Andy questions to be addressed on future Q&A episodes, email andy@andypanko.com…
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Retirement Planning Education, with Andy Panko

1 #136 - Guest host edition...Mike Powers walks through his retirement planning checklist 32:39
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Special guest host, Mike Powers, CPA, PFS, CFP®, from Manuka Financial sits behind the microphone to walk through his 22-point retirement planning checklist, which includes financial, insurance and lifestyle considerations. Links in this episode: Mike's blog post about the retirement planning checklist - here George Kinder's life planning three questions - here Mike's company's website - Manuka Financial Tenon Financial monthly e-newsletter - Retirement Planning Insights Facebook group - Retirement Planning Education (formerly Taxes in Retirement) YouTube channel - Retirement Planning Education (formerly Retirement Planning Demystified) Retirement Planning Education website - www.RetirementPlanningEducation.com To send Andy questions to be addressed on future Q&A episodes, email andy@andypanko.com…
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Retirement Planning Education, with Andy Panko

1 #135 - Q&A edition...understanding financial advisor's titles, repeal of Social Security WEP & GPO, umbrella insurance and MORE! 57:18
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Listener Q&A where Andy talks about: What it means between an advisor who calls themself a financial planner vs wealth manager vs any other label they choose to use ( 10:24 ) My thoughts on the recently repealed Windfall Elimination Provision ("WEP") and Government Pension Offset ("GPO") parts of Social Security ( 20:35 ) A follow up to a previously discussed Q&A topic about how much umbrella insurance to purchase ( 31:18 ) How income is taxed to a recently deceased person vs their heirs or their estate ( 37:08 ) How best to gift money to grandchildren to get them started with saving and investing ( 42:10 ) Understanding a bond or bond fund's "duration" and how to use it measure the bond or bond fund's interest rate price change risk. And what it means to have a recommended "holding period" for a bond fund ( 46:45 ) To send Andy questions to be addressed on future Q&A episodes, email andy@andypanko.com My company newsletter - Retirement Planning Insights Facebook group - Retirement Planning Education (formerly Taxes in Retirement) YouTube channel - Retirement Planning Education (formerly Retirement Planning Demystified) Retirement Planning Education website - www.RetirementPlanningEducation.com…
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Retirement Planning Education, with Andy Panko

1 #134 – Retirement planning chat with a "real" person, Brian Alexander 1:01:05
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Andy chats with a real person (not an advisor) doing their own retirement planning. In this episode, Andy talks with Brian Alexander. They talk about a wide array of retirement planning topics such as investing, Social Security, when they got serious about retirement planning, funding potential long term care needs and more! Links in this episode: Tenon Financial monthly e-newsletter - Retirement Planning Insights Facebook group - Retirement Planning Education (formerly Taxes in Retirement) YouTube channel - Retirement Planning Education (formerly Retirement Planning Demystified) Retirement Planning Education website - www.RetirementPlanningEducation.com To send Andy questions to be addressed on future Q&A episodes, email andy@andypanko.com…
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Retirement Planning Education, with Andy Panko

1 #133 – Retirement planner chat, with Eric Niergarth from Retirement Roadmap Financial Planning 1:09:13
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Andy chats with fellow retirement planner Eric Niergarth, CFP®, RICP® from Retirement Roadmap Financial Planning. In this episode they talk about a wide array of retirement planning topics such as tax planning, distribution strategies, investing, annuities, long-term care insurance, how to know when people have enough to retire, what consumers often overlook in retirement planning and much more! Links in this episode: Eric's advisory company website - Retirement Roadmap Financial Planning To send Andy questions to be addressed on future Q&A episodes, email andy@andypanko.com Tenon Financial monthly e-newsletter - Retirement Planning Insights Facebook group - Retirement Planning Education (formerly Taxes in Retirement) YouTube channel - Retirement Planning Education (formerly Retirement Planning Demystified) Retirement Planning Education website - www.RetirementPlanningEducation.com…
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Retirement Planning Education, with Andy Panko

1 #132 - Why the value in financial advisory services can't actually be measured 57:11
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Andy explains how there is definitely value in good financial advisory services, but how it's impossible to quantify that value and is often disingenuous for advisors to claim they can, or for studies to try to put a number on it Links in this episode: Vanguard's research paper - Putting a value on your value: Quantifying Vanguard Advisor's Alpha My article - How Much are Your Services Worth? My article - Advisors Fees are Broken Tenon Financial monthly e-newsletter - Retirement Planning Insights Facebook group - Retirement Planning Education (formerly Taxes in Retirement) YouTube channel - Retirement Planning Education (formerly Retirement Planning Demystified) Retirement Planning Education website - www.RetirementPlanningEducation.com To send Andy questions to be addressed on future Q&A episodes, email andy@andypanko.com…
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Retirement Planning Education, with Andy Panko

1 #131 - Q&A edition...mutual funds vs ETFs, traditional vs rollover IRAs, how much umbrella insurance to get and MORE! 56:44
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Listener Q&A where Andy talks about: What's the difference between index mutual funds and index ETFs, and why choose one over the other ( 6:32 ) Is a three-fund index fund portfolio reasonable for someone in the decumulation phase of life ( 17:04 ) What's the difference between a "rollover" and "traditional" IRA ( 20:54 ) How much of your net worth should you cover with umbrella insurance ( 24:32 ) What should someone do about a pre-tax employer plan they don't really need if they're only in their 60s and still a few years away from Required Minimum Distributions ( 33:17 ) What to consider when deciding whether to roll an old employer 403(b) into a new employer's 403(b) or to an IRA ( 36:30 ) What tax prep courses are there for individuals to learn about doing their own taxes ( 39:13 ) Discussion of "bullet" maturity bond funds/ETFs ( 42:30 ) To send Andy questions to be addressed on future Q&A episodes, email andy@andypanko.com My company newsletter - Retirement Planning Insights Facebook group - Retirement Planning Education (formerly Taxes in Retirement) YouTube channel - Retirement Planning Education (formerly Retirement Planning Demystified) Retirement Planning Education website - www.RetirementPlanningEducation.com…
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Retirement Planning Education, with Andy Panko

1 #130 – Retirement planning chat with a "real" person, Peter Townsend 1:55:52
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Andy chats with a real person (not an advisor) doing their own retirement planning. In this episode, Andy talks with Peter Townsend. They talk about a wide array of retirement planning topics such as becoming self-educated in the details of retirement planning AFTER already retiring, Social Security, funding potential long term care needs and more! Links in this episode: Tenon Financial monthly e-newsletter - Retirement Planning Insights Facebook group - Retirement Planning Education (formerly Taxes in Retirement) YouTube channel - Retirement Planning Education (formerly Retirement Planning Demystified) Retirement Planning Education website - www.RetirementPlanningEducation.com To send Andy questions to be addressed on future Q&A episodes, email andy@andypanko.com…
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Retirement Planning Education, with Andy Panko

1 #129 – Retirement planner chat, with Andrew Gray from Gray Wealth Strategies 1:34:52
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Andy chats with fellow retirement planner Andrew Gray, CFP® from Gray Wealth Strategies. In this episode they talk about a wide array of retirement planning topics such as tax planning, distribution strategies, investing, annuities, long-term care insurance, how to know when people have enough to retire, what consumers often overlook in retirement planning and much more! Links in this episode: Andrew's advisory company website - Gray Wealth Strategies To send Andy questions to be addressed on future Q&A episodes, email andy@andypanko.com Tenon Financial monthly e-newsletter - Retirement Planning Insights Facebook group - Retirement Planning Education (formerly Taxes in Retirement) YouTube channel - Retirement Planning Education (formerly Retirement Planning Demystified) Retirement Planning Education website - www.RetirementPlanningEducation.com…
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Retirement Planning Education, with Andy Panko

1 #128 - How to decide whether to own or rent your home in retirement 43:26
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Andy discusses the things to take into consideration when trying to decide whether to own or rent a home in retirement Tenon Financial monthly e-newsletter - Retirement Planning Insights Facebook group - Retirement Planning Education (formerly Taxes in Retirement) YouTube channel - Retirement Planning Education (formerly Retirement Planning Demystified) Retirement Planning Education website - www.RetirementPlanningEducation.com To send Andy questions to be addressed on future Q&A episodes, email andy@andypanko.com…
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Retirement Planning Education, with Andy Panko

1 #127 - Q&A edition...concentration in the S&P 500, direct indexing, how to transfer accounts from one broker to another and MORE! 53:38
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Listener Q&A where Andy talks about: What to do about the concentration of the top few names in the S&P 500 ( 5:10 ) What is direct indexing, when could it make sense and how to manage wash sales when direct indexing ( 13:21 ) Whether you need to have taxes withheld from annuities or any other sources of income ( 30:39 ) When it might make sense to buy an annuity for only a few years, such as five or 10 years ( 34:34 ) If your only income is Social Security and IRA withdrawals, what level of IRA withdrawal will lead to income high enough that you will need to start paying income-based surcharges on Medicare ( 37:47 ) How to transfer investment accounts from one broker/custodian to another ( 43:02 ) To send Andy questions to be addressed on future Q&A episodes, email andy@andypanko.com Links in this episode: The DinkyTown 1040 tax return calculator - here My company newsletter - Retirement Planning Insights Facebook group - Retirement Planning Education (formerly Taxes in Retirement) YouTube channel - Retirement Planning Education (formerly Retirement Planning Demystified) Retirement Planning Education website - www.RetirementPlanningEducation.com…
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Retirement Planning Education, with Andy Panko

1 #126 – Retirement planning chat with a "real" person, Jane 1:12:00
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Andy chats with a real person (not an advisor) doing their own retirement planning. In this episode, Andy talks with Jane (anonymous name). They talk about a wide array of retirement planning topics such as dealing with the unexpected death of a spouse, self-educating on retirement and tax planning, doing a really large Roth conversion, Social Security survivor benefits, healthcare options in retirement and more! Links in this episode: The book Die With Zero - here The book The Psychology of Money - here The Bogleheads forum - here Tenon Financial monthly e-newsletter - Retirement Planning Insights Facebook group - Retirement Planning Education (formerly Taxes in Retirement) YouTube channel - Retirement Planning Education (formerly Retirement Planning Demystified) Retirement Planning Education website - www.RetirementPlanningEducation.com To send Andy questions to be addressed on future Q&A episodes, email andy@andypanko.com…
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