Video & Transcript Research : 'machine learning'

Page 17 of 500
NH

New Hampshire 2025 Regular Session

House Finance Division II (03/24/2025)

Transcript Highlights:
  • It pays 25% on machines.
  • <00:18:30.400> Um, learned it, and what changed? Um, learned it, and what changed?
  • The table slot machine split.
  • machines. I do I have heard you know Mr. machines. I do I have heard you know Mr.
  • machines.
Keywords: 928, house, all
Summary: The committee met with Lottery Director Charlie McIntyre and Charitable Gaming Chief Compliance Officer Kulie Aoyo to review proposed changes in HB 2 and related amendments affecting video lottery terminals, historic horse racing, charitable gaming, and scratch tickets. McIntyre said the late-arriving amendment made revenue estimates difficult, especially because the bill would allow operators to decide when to convert from HHR to VLTs and would change the floor-space rules. He explained that the existing 70/30 floor-space split between machines and table games was negotiated to protect charity revenue, and warned that moving to a 90/10 split could reduce charity revenue, potentially by as much as $17 million, while also changing the character of the facilities. Committee members discussed whether to keep the 70/30 split, and McIntyre said he could provide updated estimates later that day, including net impacts after any offsetting gains or losses under current law. Members also asked about the governor’s proposed operator share versus the Sweeney amendment’s higher operator share. McIntyre said the governor’s 45% figure was based on his own estimate and on comparable rates in other states, and he supported it as a way to maximize revenue for the state and charities. He also described a change to high-stakes tournaments: after speaking with Rep. Sweeney, he said the amendment was clarified to apply only to those tournaments and would lower the house take from 10% to 5% to encourage participation in rare, high-buy-in events. The committee also discussed a separate proposal to raise the maximum scratch ticket price from $30 to $50; McIntyre said the change would take time to implement, would likely increase net state revenue by about $1 million in year two, and was consistent with pricing in neighboring states such as Massachusetts and Connecticut. Additional questions covered sports betting and a separate Kino-related estimate. McIntyre said March Madness is the busiest period for sports betting and that the state’s sports betting revenue has exceeded initial expectations. He also said he had estimated that removing a municipal-vote restriction for Kino could cost about $12 million total, with $2 million in the first year and $10 million thereafter. No formal votes were taken during the discussion; the chair indicated the committee would revisit the VLT amendment and other sections later, and McIntyre agreed to send updated revenue estimates to committee members.
LA

Louisiana 2026 Regular Session

House of Representatives Jun 1st, 2026

Louisiana House Floor Meeting

Transcript Highlights:
  • The clerk will close the machine. Members, vote. Freeman, yes. The clerk will close the machine.
  • Madam Clerk, open the machine for co-authors. The clerk will close the machine. Six co-authors.
  • Madam Clerk, open the machine for co-authors. The clerk will close the machine. Ten co-authors.
  • Madam Clerk, open the machine for co-authors. Members, vote to the machine for co-authors.
  • Madam Clerk, open the machine. Members, vote. The clerk will close the machine.
Summary: The House convened with a quorum, opened with prayer, the pledge, and a national anthem performance, then moved through several personal privileges and recognitions. Members welcomed a student cancer survivor and entrepreneur, Bella of Brave Bella Bead Company, and also recognized a new legislative assistant, a page leaving for college, and a resolution honoring National Mississippi River Day. The chamber also received conference committee reports and enrollment reports, and returned some previously failed measures to the calendar, including H.R. 119 and H.B. 410. The main floor action centered on a series of Senate concurrent resolutions, most of which were adopted overwhelmingly. These included SCR 59 on re-evaluating flood maps and insurance rates tied to the Comite River Diversion Canal, SCR 61 urging higher reimbursement for behavioral health crisis centers, SCR 62 calling for review of school-zone safety and speed limits, SCR 68 creating a blockchain and digital innovation task force, SCR 69 encouraging continued research to reduce sugarcane burning, SCR 70 supporting the Major Richard Star Act for medically retired combat-wounded veterans, SCR 54 supporting the Mississippi River Basin Fishery Commission Act, SCR 55 designating the Peggy Martin Rose as the official state rose, SCR 64 creating a construction manager-at-risk task force, SCR 75 studying a Louisiana maneuvers museum and trail, and SCR 80 creating a task force on the minimum foundation program and long-term teacher pay funding. Most passed with little or no opposition, with SCR 84 on earthquake seismic activity in several parishes amended to adjust task force membership before final adoption. The House also heard a personal privilege statement honoring the late Ponder P.C. Clinton Jr., a noted Black farmer, cattleman, and community leader in Shreveport’s Cedar Grove neighborhood, and expressed condolences to his family. Later, members received a hurricane-season reminder from Rep. Jay Galle about disaster response procedures and the need to work through parish emergency offices. The transcript ends as the House moves into additional concurrent resolutions returned from the Senate with amendments.
FL

Florida 2026 Regular Session

FL House Floor Session - 2026-02-17 (1:00PM Session)

Florida House Floor Meeting

Transcript Highlights:
  • The clerk will unlock the machine and the members Thank you.
  • The clerk will lock the machine and announce the presence of a quorum.
  • The clerk will unlock the machine.
  • The clerk will lock the machine and announce the vote.
  • The clerk will unlock the machine and members will proceed to vote.
Summary: The House opened with prayer, a moment of silence for the Reverend Jesse Jackson and Joseph Di Alessandro, the Pledge of Allegiance, and announcements confirming a quorum. Members also adopted the special order report and recognized several guests in the gallery, including former Speaker Dan Webster and law enforcement and civic visitors. The chamber then moved through a long special-order calendar of bills, mostly on third reading, with several measures passing unanimously or by wide margins. Among the bills considered were measures on civil procedure and estates, including C.S. HB 1407 on commencement of civil actions, HB 895 on trustee settlement and discharge, C.S. HB 1337 on estates, HB 131 on curators of estates, and C.S. HB 351 on concurrent legislative jurisdiction over military installations. The House also passed C.S. HB 441 on conservation lands, which would lengthen notice and increase transparency for land swaps involving conservation property, and C.S. CS HB 919 on commercial service airports, which created a statutory definition for major airports and preempted local naming authority for several airports. HB 919 drew extensive debate over the proposed naming of Palm Beach International Airport after President Donald J. Trump, with amendments to delay or alter the naming failing before the bill passed. Other bills approved included HB 409 requiring K-12 schools to observe Veterans Day, CS HB 461 allowing certain students to volunteer at polling places for community service hours, CS HB 1115 creating grants for genetic counseling education, HB 569 revising forensic client services, CS HB 505 regulating virtual currency kiosks to address fraud, and HB 271 on foreign and alien bail bond insurers. The House also passed HB 191 on re-employment assistance eligibility verification after extended questioning about its effects on benefits, appeals, and suitable work standards. One bill, CS HB 243 on electric bicycles, was temporarily postponed, and CS HB 1073 on school districts was also postponed.
MA

Massachusetts 2025-2026 Regular Session

Joint Committee on Election Laws Jun 21st, 2026 at 01:00 pm

Joint Committee on Election Laws

Transcript Highlights:
  • , machines that aren't set up, machines that aren't present, machines that aren't in a place that ensures
  • I will wait until you have a functioning AutoMark machine on site.'
  • I have to use the AutoMark machine.
  • I had a... ...AutoMark machine and it wouldn't move.
  • There's also not enough training on how to use the AutoMark machine.
Keywords: 995, all
Summary: The Joint Committee on Election Laws held a hearing on a wide range of voting-access and election-administration bills. The largest portion of testimony focused on same-day voter registration (H. 834/S. 505), with support from Rep. Gentile, Boston and Chelsea officials, civic groups, and election administrators from Maine and Vermont. Supporters argued that same-day registration would help eligible voters who move frequently, miss deadlines, or face administrative errors, and would reduce rejected provisional ballots. Maine Secretary of State Shenna Bellows and Vermont elections director Sean Sheehan testified that same-day registration has worked in their states without major administrative problems and has helped increase turnout. A Boston-based panel also described high rejection rates for provisional ballots and the burden of registration cutoffs on renters, students, immigrants, and low-income voters. A second major topic was restoration of voting rights for incarcerated people, including S. 524 and related House bills. The committee heard extensive virtual testimony from incarcerated individuals at MCI Norfolk and MCI Shirley, who said voting should be restored as part of rehabilitation, civic engagement, and reintegration. They described disenfranchisement as dehumanizing and argued that voting would help maintain family and community ties, reduce recidivism, and give incarcerated people a voice on laws affecting prisons and reentry. Rep. Erica Uyterhoeven also testified in support, saying the bill would restore municipal voting rights for incarcerated residents and align with broader efforts to expand political participation. The committee also heard testimony on bills affecting election administration and access, including a proposal to reduce or eliminate mandated early in-person voting in primaries and shorten the general-election early voting period, with supporters from the town clerks’ community arguing that low usage, staffing burdens, and costs justify the change. Opponents warned that reducing in-person early voting could hurt voters who do not use mail ballots and could disproportionately affect communities of color. Other bills discussed included decoupling the municipal census from voter registration, requiring periodic accessibility inspections of polling places, and a Somerville home-rule petition on non-citizen municipal voting and another on lowering the voting age in municipal elections. No votes or final committee actions were taken during the hearing.
AL

Alabama 2025 Regular Session

Alabama House Mar 19th, 2025

Alabama House Floor Meeting

Transcript Highlights:
  • Clerk, unlock the machine. Members will vote. Clerk, lock the machine.
  • Clerk, unlock the machine. Members will vote. Clerk, lock the machine.
  • Clerk, unlock the machine and members will vote. Clerk, lock the machine.
  • Clerk, unlock the machine. The members will vote. Clerk, lock the machine.
  • Clerk, unlock the machine. The members will vote. Clerk, lock the machine.
Keywords: 1136, house, all
NH
Transcript Highlights:
  • We recently learned that the fees.
  • The house plan slot machine plan.
  • They would keep the HHR machines, and we'd get less revenue on the HHR machines and they produce less
  • <02:07:56.079> if be no market transition to machines if be no market transition to machines
  • > produce on the HHR machines and they produce on the HHR machines and they produce less.<02:09
Keywords: 928, house, all
Summary: The meeting was a House budget briefing focused on the overall state budget and the first of three divisions. The presenter reviewed the size and structure of the budget, noting that the state had eliminated the interest and dividends tax and still balanced the budget. He explained the major spending categories in the general fund and total budget, emphasizing that health and human services and education remain the largest areas, while transportation is largely self-funded. He also walked through the revenue picture, including business taxes, insurance taxes, court fees, communications taxes, and Medicaid recoveries, and said the remaining interest and dividends tax revenue reflected late payments from prior assessments. Members asked about the size of the tax cut from eliminating the interest and dividends tax, federal funding stability, and why Medicaid was being reduced if federal support was expected to remain steady. The response was that the lost revenue would have been about $200 million absent repeal, and that the budget gap was addressed through many small cuts across departments. On federal funds, the presenter said most aid is tied to multi-year grants and that core programs such as Medicare and Medicaid were expected to remain relatively stable, though some federal reductions could occur. He also said some agency reductions came from eliminating long-vacant, funded positions and from expected lapses. The discussion then moved into Division One, which covers smaller and miscellaneous agencies. The division made cuts to the governor’s office, eliminated a temporary position at the Governor’s Commission on Disability, reduced Department of Information Technology spending through a back-of-budget cut, and found savings in Administrative Services. It also delayed maintenance at the Sununu Youth Services Center, stopped advertising for paid family medical leave, changed retiree health insurance funding, and consolidated several personnel-related boards into one. The division eliminated the Commission on Aging and the Office of the Child Advocate, made a temporary special education advocate position permanent, reduced the Secretary of State’s budget, kept municipal rooms-and-meals distributions flat, and made changes to the retirement system, including $55 million to improve Group 2 retirement benefits and a new retirement structure for future state hires. The judicial branch was also asked to find savings and received two additional judges because of expected caseload increases from other eliminations.
FL

Florida 2025 Regular Session

December 10, 2025 - 03:30 PM

Transcript Highlights:
  • So please at humor me a little bit for someone to talk a little bit about how humans learn and how machines
  • learn.
  • And with the humans in that world, machines look learn very, very differently.
  • learning, but using technologies.
  • you how to learn AI and use it?
FL

Florida 2026 Regular Session

FL House Floor Session - 2026-05-29 (10:00AM Session)

Florida House Floor Meeting

Transcript Highlights:
  • The clerk will unlock the machine and the members will record their presence.
  • The clerk will lock the machine and announce the presence of a quorum.
  • The clerk will lock the machine and have... Have all members voted?
  • The clerk will lock the machine and announce the vote.
  • Clerk will lock the machine and announce the vote. Members voted.
Summary: The House convened with prayer, a moment of silence for former Senator Don Childers, the Pledge of Allegiance, and recognition of Officer Antonio Richardson as law enforcement officer of the day. The chamber announced it would take up 11 budget conference committee reports, with no third-reading bills or special-order calendar items. Members were reminded that conference reports were subject to debate but not amendment, and that the required review periods had been satisfied. The first major action was on HB 7031E, the tax package. Representative Duggan explained that the conference report included a mix of retained, modified, and new tax provisions, including sales tax holidays, property tax and homestead-related changes, reductions in certain gaming and carbon-related taxes, changes to child care and documentary stamp tax credits, a new refund process for public works construction tax paid by universities and colleges, and other tax administration changes. Debate focused on the bill’s consumer impact, the reduction of the child tax credit from three years to one, the inclusion of firearm accessories in a sales tax holiday, the absence of gas tax relief and combined reporting, and the homestead exemption provision for certain deployed diplomatic and foreign service personnel. Critics argued the package favored niche or corporate interests over broad affordability relief, while supporters said it provided targeted tax relief and reflected conference negotiations. The House adopted the conference report and passed HB 7031E by a vote of 88-11. The House then began presenting the conference report for HB 501E, the state budget, which totaled $114.5 billion for fiscal year 2026-27 and was described as below the prior year’s spending level while maintaining reserves. Subcommittee chairs outlined major budget areas: pre-K-12 funding included an increase in FEFP, salary increases for veteran teachers, stabilization funding, and support for declining enrollment; higher education included full Bright Futures funding, workforce programs, college operating support, university initiatives, and school guardian expansion; IT funding focused on Palm, ACCESS, APD’s I-Connect replacement, corrections systems, emergency management systems, and cybersecurity grants; health care funding covered Medicaid, nursing home rates, waiver provider increases, ADAP funding and restructuring, child welfare, and behavioral health; transportation and economic development included housing, cultural grants, jobs and rural infrastructure, Visit Florida, Space Florida, highway patrol equipment, and local transportation projects; justice funding included correctional construction, juvenile justice facilities, law enforcement grants, and clerk and due process reimbursements; state administration included fire stations, constrained counties, building maintenance, and Safe Florida Home; and agriculture/natural resources funding emphasized Everglades restoration, water quality, land acquisition, Florida Forever, state parks, and citrus research. Members then began questioning the budget details, including school voucher accountability, school funding formulas, public defender parity, prison technology, wastewater monitoring in prisons, ADAP policy, SNAP fraud controls and AI-assisted verification, Florida Forever funding, school lunch funding, and coral reef restoration. No final vote on HB 501E appears in the transcript excerpt.
US
Transcript Highlights:
  • Thomas served as Chief Scientist at Noblis, a nonprofit research institute where he applied machine learning
  • Nowhere is that more true than with AI and machine learning.
  • The Office of Personnel Management OIG is using machine learning to inform which health plans the OIG
  • The program needs digital health, AI, and machine learning expertise built into CMS, into each of the
  • So what, from a GAO's perspective, are you doing to implement machine learning and data analytics to
Summary: The meeting was chaired by Chairman Schweikert and involved a comprehensive discussion on how to utilize artificial intelligence (AI) for reducing waste, fraud, and improper payments within federal programs. Key witnesses, including Mr. Andrew Canarsa from the Council of the Inspectors General, provided insights on the potential of AI in enhancing government efficiency. The committee emphasized the importance of reliable data and thorough examination of AI application to avoid unintended consequences while addressing the estimated $162 billion in improper payments reported by the federal government. Concerns were raised regarding the recent firing of inspectors general and the impacts that could have on oversight and accountability processes.
AR

Arkansas 2026 1st Special Session

LEGISLATIVE JOINT AUDITING-EDUCATIONAL INSTITUTIONS Jun 4th, 2026

LEGISLATIVE JOINT AUDITING-EDUCATIONAL INSTITUTIONS

Transcript Highlights:
  • Sometimes it was kind of tough, but they were learning experiences.
  • So I would just like to see that there are folks that learn from, you know, you learn from mistakes of
  • Sometimes it was kind of tough, but they were learning experiences.
  • So I would just like to see that there are folks that learn from, you know, you learn from mistakes of
  • They provided some machines. Well, that's all they put.
Keywords: 1204, all
Summary: The committee met to review education audit reports, beginning with approval of the minutes and then hearing several school districts with findings. Camden Fairview School District addressed two findings: use of operating funds for an end-of-year employee banquet and unauthorized credit card charges that resulted in a small loss. District officials said they had changed credit cards, increased monthly review and reconciliation, stopped using operating funds for off-campus celebrations, and would limit future meals and events to district business. Members questioned whether the prior administration was still involved, whether the charges were from an outside hacker, and how the district would continue teacher appreciation without violating state law. Forest City School District then discussed a $33,000 off-campus staff celebration funded through what the district described as long-standing Pepsi-related funds. The district said it believed the money was discretionary private donation revenue, but audit staff said the funds were treated as operating funds because they were in a general fund account and subject to constitutional limits. The district said it would stop using the fund that way, provide staff and board training, and ensure future expenditures comply with the law. Members also asked about the lack of a formal board vote, the amount remaining in the account, and whether the event was meant to recognize staff growth and service. The committee next reviewed additional findings: Conway School District’s former maintenance employees allegedly misused district funds and resources, with a separate investigative report still pending; Magnolia School District had undeposited activity funds totaling more than $21,000; Westside School District had about $9,500 in credit card charges that could not be substantiated, along with weak internal controls and some personal charges; and Boonville School District paid a board member’s son more than $5,000 for groundskeeping without the required exemption, which DESE later denied. The committee filed the reports as reviewed, including eight other findings not referred for prosecution and 89 audits with no findings, and then adjourned.
AL

Alabama 2025 Regular Session

Alabama House Mar 20th, 2025

Alabama House Floor Meeting

Transcript Highlights:
  • Clerk unlock the machine. The members will unlock the machine. The members will unlock the machine.
  • Clerk unlock machine the members vote clerk lock machine record the vote vote clerk lock machine record
  • Clerk one lock machine and then the Clerk one lock machine and then the Clerk one lock machine and then
  • Cler lock machine. The Jackson. Okay. Cler lock machine. The Jackson. Okay. Cler lock machine.
  • Uh clerk unlock machine members will Uh clerk unlock machine members will Uh clerk unlock machine members
Keywords: 1136, house, all
MS

Mississippi 2026 Regular Session

MS House Floor - 31 March, 2026; 10:00 AM

Mississippi House Floor Meeting

Transcript Highlights:
  • the machine, Madam Clerk. the machine, Madam Clerk.
  • machine, Madam Clerk. machine, Madam Clerk.
  • machine, Madam Clerk. machine, Madam Clerk.
  • Open machine, Madam Clerk. motion. Open machine, Madam Clerk.
  • Close machine, Madam Clerk. Close machine, Madam Clerk.
Summary: The House convened with prayer, a guest vocalist, and the Pledge of Allegiance before moving into routine business. Members first recognized several special guests and school groups, including championship teams from Simpson County Academy, New Albany High School, Tougaloo College, Madison-Richland Academy, East Rankin Academy, Morton High School, and others, along with honorees such as Dr. Katrina Cox, Pamela Moody, Joe Helen Joey Walker, and Jimmy Carr. The chamber also noted a prior resolution honoring Reverend Dr. Victor Dixon and the Copiah County Ministerial Alliance, and Dr. Dixon led the opening prayer. On the calendar, the House adopted a conference report on House Bill 1752 dealing with judicial salaries. The report set new salary amounts for state court judges effective January 1, 2027, froze district attorney salary increases until January 1, 2028, and then tied DAs to 95% of circuit and chancery judges’ pay. It also removed mandatory raise language for judges and county court judges, and members briefly discussed the broader issue of legislative compensation. The report passed 115-2. The House then adopted a conference report on House Bill 377, the missing persons bill, which clarified definitions, added forensic genetic genealogy testing provisions, and set timelines for law enforcement to enter credible missing-person reports into NamUs and NCIC. That report passed 120-0. The chamber also adopted a conference report on House Bill 525, changing the penalty for sexual battery in a position of trust or authority from a 0-to-30-year range to a 5-to-30-year range; it passed 112-0. Later, the House adopted a conference report on House Bill 925 after removing veto-message language, and adopted another conference report on House Bill 939 combining a low-sat repealer change and a fire truck acquisition program that creates a Fire Equipment Fund supported by recurring black tag revenue. The House also approved unanimous-consent amendments to Senate Bill 3105 and recommitted Senate Bill 2747 for further work.
KY

Kentucky 2026 Regular Session

House Legislative Session Day 29 (2-18-26)

Kentucky House Floor Meeting

Transcript Highlights:
  • Remember, we indicate their presence on the roll call machine.
  • And a call machine. Those opposing, nay.
  • call machine is open for your voting.
  • And the roll call machine is open for your voting.
  • roll call machine. Those opposed, nay. roll call machine. Those opposed, nay.
Summary: The House convened with an invocation and Pledge of Allegiance, established a quorum of 96 members, excused absent members, and approved the prior journal. The chamber also received Senate messages transmitting Senate Bills 969 and 141. Several bills were reported from committee and placed on the calendar, including measures on on-farm animal health, insurance regulation, crimes and punishments, employment, artificial intelligence, utility fuel adjustments, education, and addictive online platforms. The House then took up and passed Senate Bill 172, which allows the Public Service Commission to spread sudden fuel cost spikes over several months to reduce consumer bill shock. It passed 95-0. House Bill 392, dealing with local public agency transactions and procurement, was amended by committee substitute to remove disputed best-value procurement and residential bidder preference provisions, lower the small purchase threshold increase to $50,000, and add indexing and other local purchasing changes; it passed 97-0. House Bill 529, concerning the parole board, was amended to stagger board terms, allow limited term extensions, authorize panel hearings, and adjust parole review timing; it passed 99-0. House Bill 456, relating to unclaimed property and the state treasurer, was passed 100-0 after adding an unclaimed property awareness week, removing a residency requirement for the treasurer, clarifying mineral royalty reporting, and tightening reporting requirements. The House also passed House Bill 424 on social work licensure, which exempts student interns and trainees, sets supervision standards, updates licensure rules including multi-state licensure, background checks, and telehealth, and requires board representation from social work education; it passed 94-0. House Joint Resolution 50, directing a study of child care regulations and processes by the Auditor of Public Accounts, was adopted 98-0. House Bill 577, modernizing economic development statutes by renaming and updating innovation programs, expanding the Kentucky Enterprise Fund, allowing certain out-of-state companies to qualify if they relocate within 180 days, and broadening angel investor participation, passed 98-0. House Bill 213, reducing the service requirement for rehiring retired police officers from 20 to 15 years and allowing local employers to offer health benefits, passed 98-0. House Bill 58, on privacy protection and automated license plate reader data, was taken up with a committee substitute and floor amendment allowing limited data retention and training use under redactions; the transcript cuts off during explanation of the bill after the amendment was adopted.
TX
Transcript Highlights:
  • I'm still learning how to live life and not just exist in it.
  • These machines often mimic slot machines and other losses.
  • . machines or other casino devices.
  • You see the machine, it's illegal, right? This makes it much easier.
  • Y'all are much more learned than I am.
IN

Indiana 2026 Regular Session

Friday, Feb. 27 part 6

Indiana House Floor Meeting

Transcript Highlights:
  • All those in favor, when the machine is open, vote aye; those opposed vote no.
  • All those in favor, when the machine is open, vote aye; those opposed vote no.
  • All those in favor, when the machine is open, vote aye; those opposed vote no.
  • All those in favor, when the machine is open, vote aye; those opposed vote no.
  • Those in favor, when the machine is open, vote aye; those opposed vote no.
Keywords: 964, all
AZ

Arizona 2026 Regular Session

03/11/2026 - House Science & Technology

Science & Technology

Transcript Highlights:
  • So today I'm going to be presenting my project, which is called A Novel Metabolomics and Machine Learning
  • Which is called A Novel Metabolomics and Machine Learning Approach for Identifying Potential Salivary
  • And that makes it hard for, for example, a machine learning model or an AI model to come and analyze
  • So this big picture here on the left that says ensemble model shows the inner workings of how a machine
  • learning model functions... ...model shows the inner workings of how a machine learning model functions
Keywords: 1182, all
Summary: The Committee on Science and Technology met to hear a presentation from Ananya Lakaraju, a Hamilton High School junior, on her research project using metabolomics and machine learning to identify potential salivary biomarkers for major depressive disorder. She described using a UCSD saliva metabolomics dataset, statistical methods such as Spearman correlation, Mann-Whitney U, and PLS-DA, and an ensemble AI model with SHAP and permutation importance to identify metabolites and pathways associated with depression. She said the work suggested several novel biomarkers, with some metabolites and pathways showing stronger associations with depression than others, and noted that her model achieved about 90% accuracy and a 97% AUC in distinguishing depressed from non-depressed samples. Lakaraju also discussed a drug-discovery component of the project, using pathway analysis and molecular docking in UCSF Chimera to identify a target protein and potential compounds that might block a depression-related pathway. She said flupinazine showed the lowest binding energy in her simulations. Members asked questions about what the metabolites were, whether the findings were novel, how the saliva samples were obtained, and how the app she developed would be used. She explained that the data came from an online dataset rather than direct sample collection, that some top-ranked compounds were exogenous and not likely biomarkers, and that the app was intended to supplement AI results with mood and behavioral information because the model is not a doctor and could still be wrong. The committee praised the presentation and discussed the broader implications for AI policy and mental health diagnostics. Lakaraju said she became interested in coding through robotics and later combined that interest with biology, and she emphasized her goal of making mental health assessment more objective and holistic. The meeting ended with members thanking her for the presentation and adjourning without any formal votes or legislative action.
AL

Alabama 2026 1st Special Session

Alabama House Mar 12th, 2026

Alabama House Floor Meeting

Transcript Highlights:
  • Clerk, unlock the machine and the members will vote. Clerk, lock the machine.
  • Clerk, unlock the machine, and the members will vote. We'll lock the machine.
  • The clerk unlocked the machine. SB277. The clerk unlocked the machine.
  • The clerk will unlock the machine. The members will vote. Lock the machine.
  • The clerk will unlock the machine. The members will vote. Lock the machine.
Keywords: 1136, house, all
FL

Florida 2025 Regular Session

Regulated Industries Feb 4th, 2025

Transcript Highlights:
  • HOW DO YOU PLAY THE MACHINE? WHY IS IT A SLOT MACHINE?
  • IT TAKES TIME AND INVESTIGATIONS AND MACHINES OUT AND TAKE THE MACHINES OUT.
  • TWO MACHINES.
  • PROBABLY A SLOT MACHINE.
  • AND PLAYS LIKE A SLOT MACHINE IT IS A SLOT MACHINE.
Keywords: 999, senate, all
MN

Minnesota 2025 1st Special Session

House Floor Session 5/19/25 - Part 3

Minnesota House Floor Meeting

Transcript Highlights:
  • And everything that I know about the labor movement, I learned from the steel workers.
  • Learn about how close our communities are.
  • Learn about how close our communities are.
  • that their only value is when they're in that machine and they are turning the gears.
  • that their only value is when they're in that machine and they are turning the gears.
Keywords: 1183, house
AL

Alabama 2025 Regular Session

Alabama Senate Finance and Taxation General Fund Committee Apr 2nd, 2025

Finance and Taxation General Fund

Transcript Highlights:
  • State John Merrill said that the machines are old.
  • We're in 2025, and the machines that count our votes are over 10 years old.
  • The machines that tabulate our votes are aged. The company that makes the machines...
  • The company that makes the machines recommends that we do audits.
  • So it was only at the public machine testing that day in Lee... ...public machine testing that day in
Bills: SB245, SB246, HB30, HB30