Video & Transcript Research : 'machine learning'
Page 2 of 500
TX
Transcript Highlights:
- proprietary, even though we've tried to crack that and get it open, we're supposed to disclose pricing. and machine-readable
- have, at the federal level, as you mentioned, what they're required to do under the TIC data and the machine-readable
- So we told them to start lowering the rate and the amount of fentanyl that was in the machine behind
- for non-clinical purposes like administrative systems, but it firmly draws the line at allowing machines
Bills:
HB345, HB721, HB2580, SB815, HB3057, HB4603, HB3233, SB495, HB3863, HB3914, HB4570, HB5099, HB5173, SB458
Keywords:
insurance, appraisal process, disputed losses, residential property, policyholder rights, insurer obligations, natural disasters, appraisal expenses, umpire selection, policyholder, insurer, umpire, claims management, health care, cost disclosure, benefit plan, administrators, traumatic brain injury, health benefit plans, insurance coverage
FL
Florida 2026 Regular Session
Appropriations Committee on Agriculture, Environment, and General Government Feb 18th, 2026
Appropriations Committee on Agriculture, Environment, and General Government
Transcript Highlights:
- The bill introduces a formal definition of ball machines and refines the definition of retailers.
- validation be monitored and requires that only drawings, excuse me, but the only drawings where ball machines
- The bill removes the requirement that the lottery must lease all vending machines and removes the requirement
- that the lottery requires... must lease all vending machines and remove the requirement that the lottery
Keywords:
payment stablecoin, financial regulation, anti-money laundering, state oversight, digital currency, financial services, Florida lottery, state lottery, lottery tickets, lottery retailer, Department of the Lottery, Division of Security, ball machine, lottery vending machine, instant tickets, online lottery tickets, major procurement, vendor disclosure, performance bond, retailer bond
Summary:
The committee heard and advanced several bills related to engineering regulation, cybersecurity, financial services, and state administration. CS/SB 800 would increase penalties for repeated unlicensed engineering practice and create an engineering student loan assistance program funded by licensure fees and fines; it was reported favorably after questions about whether it would reimburse victims of unlicensed practitioners, with the sponsor noting it would not and that affected individuals would need to pursue complaints and private legal action. CS/SB 576 created a local government cybersecurity protection program administered by Florida Digital Service, with state purchasing of cybersecurity services and priority for fiscally constrained counties; it received support from local government and industry groups and was reported favorably. CS/SB 1078 set transition requirements for gubernatorial administrations, including liaisons, briefing books, office space, IT access, and controlled access to agency records under a memorandum of understanding, and it also passed favorably.
The committee also approved CS/SB 314, which creates a regulatory framework for payment stablecoin issuers in Florida, and CS/SB 530, which updates lottery operations, security, retailer rules, and bonding requirements. CS/SB 1614, after adoption of a technical substitute amendment, would limit local governments’ eligibility for certain state funding if they have excess funds, have recently been audited by the legislative audit committee, or fail to affirm expenditure of prior funds; the sponsor said it would give the Joint Legislative Auditing Committee more enforcement leverage, and the bill was reported favorably. CS/SB 990 authorizes protective cell captive insurance companies to expand insurance market capacity and potentially lower premiums, while CS/SB 1588 is a step toward implementing last session’s gold and silver legal tender law; both were reported favorably.
Additional bills passed included CS/SB 1440, which adds cybersecurity-related exemptions and reporting provisions for financial institutions, loan originators, and money service businesses, and CS/SB 1568, which creates a Florida Stable Coin Pilot Program allowing DFS fees to be paid with approved stablecoins. The stablecoin bill was amended to add guardrails, including fee limits, website notice requirements, and restrictions if no approved issuers are available. The committee also received a brief budget overview highlighting major funding items such as Florida Forever, Everglades restoration, water quality, Farmers Feeding Florida, citrus recovery, school lunches, state parks, and law enforcement and staffing items, and members later recorded additional votes before the committee adjourned.
MN
Minnesota 2025-2026 Regular Session
House Agriculture Finance and Policy Committee 2/26/25
Agriculture Finance and Policy
Transcript Highlights:
- We did not get into this business to learn how to depopulate and dispose of animals.
- We did not get into this business to learn how to depopulate and dispose of animals.
Keywords:
agriculture, depredation compensation, livestock, crop damage, elk, wolves, wildlife management, skills path program, career and technical education, CTE, dual credit, postsecondary options enrollment, apprenticeship, apprenticeship readiness, dual training, work-based learning, career pathways, skilled trades, workforce development, high school to career
LA
Louisiana 2026 Regular Session
House and Governmental Affairs Mar 31st, 2026
House and Governmental Affairs
Keywords:
sexual harassment, public employees, training requirements, mandatory education, elected officials, public records, personal information, protected individuals, ethics, transparency, public meetings, voting, electronic voting machine, government accountability, term limits, governor, Louisiana constitution, elections, gubernatorial, law enforcement
KY
Kentucky 2025 Regular Session
Interim Joint Committee on Judiciary (9-18-25)
Transcript Highlights:
- switch itself is considered a machine switch itself is considered a machine gun<00:18:07.520>
- Would those be considered machine AR.
- <00:19:03.679>
guns right now prohibitions on machine guns right now prohibitions on machine - with legal machine gun owners and said that it was a firefight in Libya.
- gun shoot with uh CNN did a a machine gun shoot with legal<00:38:51.680>
machine <00:38:52.000
Keywords:
Meeting Start: 00:00:00
Roll Call: 00:00:07
26RS BR 8 - AN ACT relating to machine gun conversion devices: 00:01:33
Department of Public Advocacy Update: 00:51:33
26RS BR 126 - AN ACT relating to boating under the influence: 01:23:46
26RS BR 60 - AN ACT relating to grooming: 01:33:23, 958, all
Summary:
The committee met with a quorum, approved the August 29 minutes, and then heard testimony on a bill relating to machine gun conversion devices, often described as Glock switches or auto sears. Representative Jason Nemis presented the bill with Louisville police Chief Paul Humphrey and Lt. Drew Fox, arguing the measure would mirror existing federal law, make possession of these devices unlawful under Kentucky law, and give state and local law enforcement authority to seize and prosecute them without relying solely on federal agencies. They said the devices are small aftermarket or 3D-printed parts that convert semi-automatic pistols into fully automatic weapons and emphasized that the bill would not affect lawful gun ownership.
The presenters cited rising seizures and public-safety concerns, saying LMPD and Jefferson County seizures increased sharply from 2023 to 2024 and that the average age of possession had dropped. They argued the devices are used offensively, are inaccurate and dangerous, and have been linked to violent crime. Two Alabama legislators, Representatives Philip Ensler and Russell Bedsole, testified in support based on Alabama’s recent enactment of a similar law. They said local police and prosecutors there had been unable to act effectively because the devices were handled mainly by federal authorities, and they described bipartisan support, immediate enactment, and reported confiscations after passage.
Members asked about the bill’s penalty level, the source and manufacture of the devices, the scope of the definition of “conversion device,” and whether the bill could create constitutional problems given ongoing federal litigation over machine gun restrictions. The sponsors said the penalty would be a Class C felony and that the bill was intended to cover only the device attached to the firearm, not tools like 3D printers. They acknowledged that if federal machine gun laws were ultimately struck down, the state law would also be unenforceable. Some members supported the bill as common-sense public safety legislation, while Representative Roberts opposed it on Second Amendment grounds, arguing Kentucky should focus on expanding gun rights rather than adding restrictions already covered by federal law.
OK
Oklahoma 2026 Regular Session
Education Oversight REVISED: SB2045 - Added Apr 13th, 2026 at 03:00 pm
Education Oversight
Bills:
SB710, SB843, SB1317, SB1338, SB1410, SB1477, SB1489, SB1593, SB1614, SB1630, SB1632, SB1633, SB1670, SB1726, SB1734, SB1725, SB1735, SB1894, SB1975, SB346, SB2045
Keywords:
teacher preparation, teacher education, teacher shortage, teacher workforce, educator pipeline, alternative certification, apprenticeship, residency program, paraprofessional pathway, high school to teacher pathway, nontraditional teacher candidates, Commission for Educational Quality and Accountability, TeachForwardOK, higher education, public school districts, workforce development, grant program, technical assistance provider, mastery-based assessment, emergency clause
OK
Oklahoma 2026 Regular Session
Appropriations and Budget Education Subcommittee REVISED: SB1262 added pursuant to Speaker's waiver of 48 hr rule Apr 8th, 2026 at 04:30 pm
A&B Education Subcommittee
Transcript Highlights:
- I think it is analogous to you have institutions of higher learning that routinely will mingle in scholarship
Keywords:
school funding, general fund carryover, State Aid, educational finance, budget penalties, emergency clause, tuition waiver, human trafficking, education, higher learning access, victims' rights, Oklahoma Tuition Equalization Grant, higher education, financial aid, income eligibility, student grants, scholarships, capital improvements, teacher incentives, Oklahoma Equal Opportunity Education Scholarship Act
TX
Transcript Highlights:
- My husband and I quickly learned that there is a loophole in the current animal cruelty law that allows
- One of the first lessons we learn as counselors is that the best predictor of therapeutic success is
- In my clinical experience, what I've learned to be true is that individuals have the best chance of success
Bills:
HB47, HB171, HB285, HB305, HB449, HB908, HB 1024, HB 1306, HB1443, HB1445, HB1741, HB1866, HB1902, HB2001, HB2282, HB2355, HB2492, HB2637, HB2697, HB3464, HB4263, HB4996, HB5667
Keywords:
sexual assault, victim rights, forensic examination, medical care, trauma-informed care, crime victims compensation, evidence retention, chemical dependency, court-ordered treatment, mental health, health care, treatment facility, juvenile justice, criminal justice reform, animal cruelty, nonlivestock, prosecution, veterinary defense, animal welfare, pretrial hearings
Summary:
The Senate Committee on Criminal Justice met with a quorum and heard a long agenda of bills on criminal justice, public safety, mental health, victims’ rights, and related administrative issues. Early bills included HB 47, the omnibus sexual assault survivors bill, which would expand post-assault care, require courts to consider delays for adult survivors, bar sex offenders from rideshare driving, allow lease termination regardless of where an assault occurred, and require more reporting from sexual assault response teams. Testimony was generally supportive, though one witness raised concern that the bill’s reporting requirements could jeopardize county grant funding. HB 171, the Annel Borrego Act, would set a minimum period for court-ordered chemical dependency treatment; NAMI Texas supported it. HB 908 would require missing children reports to be sent to the National Center for Missing and Exploited Children within two hours, and HB 1443 would criminalize possession and promotion of childlike sex dolls; both drew supportive testimony and were left pending. HB 567, changing juvenile board chair selection in Parker County, and HB 4263, a TJJD workforce retention bill, were also heard and left pending after brief discussion and adoption of committee substitutes where applicable.
The committee also heard several bills focused on jail and prison safety, court process, and victim protection. HB 2282 would raise the arrest warrant fee from $50 to $75; constables supported it as a cost-recovery measure, while the Texas Fair Defense Project opposed it as a regressive fee that burdens low-income defendants. HB 3464 would increase penalties for correctional employees who bring drugs or alcohol into prisons, with support from Harris County jail officials and a formerly incarcerated advocate who described the dangers of contraband and retaliation. HB 285, “Poncho’s Law,” would add criminal negligence to non-livestock animal cruelty offenses; animal welfare advocates said it would close a loophole that lets pet service businesses avoid accountability, and the bill was left pending. HB 2355 would keep certain Crime Victims Compensation records confidential when held by the Attorney General, and HB 2637 would standardize jury exemption ages and clean up jury disqualification reporting; both were left pending after limited testimony.
Mental health and competency-related bills received significant attention. HB 305 would require a pretrial hearing within 14 days after a defendant is restored to competency, aimed at reducing repeated decompensation and the forensic waitlist; NAMI Texas supported it. HB 1741 would tighten procedures for not-guilty-by-reason-of-insanity outpatient commitments by requiring a stronger nexus to the receiving county and clearer supervision authority; law enforcement and mental health witnesses said it would improve public safety and treatment success. HB 2492 would make the four-hour family-violence post-bond cooling-off period mandatory rather than discretionary, and HB 1445 would allow a managed assigned counsel director to designate someone to approve certain payments for indigent defense attorneys; both were left pending. HB 1024 would require prompt execution of warrants for parole violators on superintensive supervision, and HB 1306 would extend first-responder-style benefits to death investigation professionals; neither drew opposition in the hearing.
The committee also heard a series of public integrity and technology bills. HB 449 would expand the deepfake sexual content statute to include sexually explicit images, with Public Citizen supporting the change as necessary to address a rapidly growing problem. HB 1902 would create a new offense for “jugging,” or following bank or ATM customers to rob them; the Texas Bankers Association supported it. HB 2697 would require sureties to notify prosecutors before surrendering a felony defendant’s bond, and HB 2001 would sharply increase penalties for misuse of public information for financial gain and related coercion, with prosecutors and Texas Rangers describing bid-rigging and public corruption investigations as difficult to prove under current law because of short limitations periods and limited penalties. HB 1866 would grant Texas peace officer authority to National Park Service rangers within Texas park boundaries, and HB 4996 would increase penalties for fraudulent liens filed against public servants. Throughout the hearing, most bills were left pending after testimony, and several committee substitutes were adopted without objection.
MN
Transcript Highlights:
- learn to make friends as preschoolers. learn to make friends as preschoolers.
- learning for the rest of their life. learning for the rest of their life.
- But I you live and learn, right?
- <00:45:11.000>
so like an incredible joy in learning so like an incredible joy in learning - >
data <01:06:22.440>more Participants learn to use data more Participants learn to use
Keywords:
screen time, preschool, kindergarten, early childhood education, digital media, tablets, smartphones, educational technology, EdTech, classroom devices, publicly funded preschool, school policy, child development, special education, IEP, 504 plan, IFSP, Minnesota education law, climate literacy, education
Summary:
The committee first approved the previous day’s minutes, then took up House File 3776, as amended by the A2 amendment, which clarified how the bill would apply to students with IEPs and 504 plans. The bill’s author argued that Minnesota should address screen time for preschool and kindergarten students, saying current law is too broad, that young children are especially vulnerable to developmental and attention harms from screens, and that parents and teachers should have more control over device use. The bill was laid over after discussion.
Testimony on HF 3776 was split. Amanda Faye of Minnetonka Public Schools opposed the bill as drafted, saying it would conflict with existing academic standards, READ Act screening requirements, accessibility tools, and local control, and would force districts back to paper-based screening. Katherine Myers of Live More Screen Less supported the bill, citing concerns about early childhood screen exposure and arguing that screen-free time supports child development. Members raised concerns about local control, parental rights, and how to protect students who need devices for accommodations; the author and nonpartisan staff noted that schools can already adopt cell phone policies, but exceptions may be needed for certain students and uses.
After laying over HF 3776, the committee began House File 3557. Representative Craft introduced the bill as a voluntary program to promote practical science education and workforce development tied to climate literacy, including a proposed Minnesota Seal of Climate Literacy for high school students. The bill was only introduced before the transcript ended, with no vote or final action recorded on HF 3557.
MN
Minnesota 2025-2026 Regular Session
House Workforce, Labor, and Economic Development Finance and Policy Committee 2/26/26
Workforce, Labor, and Economic Development Finance and Policy
Transcript Highlights:
- And we learned a few things.
- in nth grade has a personal learning in nth grade has a personal learning plan<00:28:13.600>
- >
they're Learning from those states, they're Learning from those states, they're focused<00:31 - in workbased learning and CTE. in workbased learning and CTE.
- meaningful learning, and a portfolio. meaningful learning, and a portfolio.
Keywords:
student career pathways, education framework, experiential learning, employer engagement, career technical education, HF2238, Minnesota, workforce development, construction trades, youth skills training, youth apprenticeship, pre-apprenticeship, construction training, career and technical education, CTE, child labor laws, minor labor, labor exemption, workforce pipeline, skilled trades
MN
Transcript Highlights:
- Instructional support to evaluate and accelerate student learning on foundational mathematics skills
- Chair, members, there are no changes in Article 9, the Community and Lifelong Learning Article, and that's
- At Risen Christ, students students learn both English and Spanish, opening doors for them and for their
- We often say student learning conditions are educator working conditions.
- We build relationships where kiddos learn to regulate and be safe in order to participate in school and
Bills:
HF1388
Keywords:
BARR Center, Building Assets, Reducing Risks, education finance, school funding, grant appropriation, evidence-based program, student achievement, social and emotional learning, school climate, teacher effectiveness, high school graduation, students in poverty, students of color, BIPOC, equity in education, Minnesota Department of Education, urban schools, suburban schools, rural schools, school coaching
MN
Transcript Highlights:
- Chair, members, there are no changes in article nine, the community and lifelong learning article.
- Chair, members, there are no changes in article nine, the community and lifelong learning article.
- Chair, members, there are no changes in article nine, the community and lifelong learning article.
- At Risen Christ, students learn needs.
- We often say student learning conditions are educator working conditions.
Bills:
HF1388
Keywords:
BARR Center, Building Assets, Reducing Risks, education finance, school funding, grant appropriation, evidence-based program, student achievement, social and emotional learning, school climate, teacher effectiveness, high school graduation, students in poverty, students of color, BIPOC, equity in education, Minnesota Department of Education, urban schools, suburban schools, rural schools, school coaching
NM
Transcript Highlights:
- It’s for dedicated permanent IT and research support, expanded computing capacity, and machine learning
- “And machine learning. So it’s things like that, Mr. Chairman. Mr.
Keywords:
SB29, math requirements for teaching license, teacher licensure, teacher endorsement, mathematics methods, elementary education, secondary education, special education, early childhood education, reciprocity, Public Education Department, Mathematics and Science Education Act, mathematics instructional leadership framework, professional learning plan, K-3 screening, mathematics screening assessment, mathematics difficulty, support plan, multilevel support, intervention
NM
Transcript Highlights:
- This is complex learning for young children, and teachers need to understand the developmental learning
- This is complex learning for young children, and teachers need to understand the developmental learning
- It made it so hard to focus and to actually learn.
- And so pieces of math tend to build very much on prior learning.
- It's learning to count. It's learning bigger, smaller, larger, greater.
Keywords:
SB29, math requirements for teaching license, teacher licensure, teacher endorsement, mathematics methods, elementary education, secondary education, special education, early childhood education, reciprocity, Public Education Department, Mathematics and Science Education Act, mathematics instructional leadership framework, professional learning plan, K-3 screening, mathematics screening assessment, mathematics difficulty, support plan, multilevel support, intervention
ND
North Dakota 2025-2026 Regular Session
Senate Appropriations - Education and Environment Division Apr 11th, 2025 at 09:30 am
Appropriations - Education and Environment Division
Transcript Highlights:
- But, you know, we have not had the opportunity to learn what the concerns are and even attempt to address
Bills:
HB1540
Keywords:
education savings account, ESA, school choice, private school vouchers, nonpublic school, tuition assistance, education tax credit, homeschool exclusion, Bank of North Dakota, Department of Public Instruction, public funding for private education, voucher program, student scholarships, special education, parental choice, curriculum funding, tutoring, online learning, state per-pupil payment, income-based eligibility
Summary:
The committee first took up amended bill 10-13, a school funding and education appropriations measure. Senator Schaible walked through the final version, which included changes to foundation aid, transportation grants, free and reduced-price meals funding, paraprofessional and teacher support programs, Native American education items, library and school facility projects, and several one-time grants. Members discussed removing the science center grant funding, and Senator Meyer objected to that removal, arguing that Grand Forks had raised matching private and local funds and that other cities had received similar state support. The committee also agreed to adjust regional education association funding to reflect six centers rather than seven, reducing that line to $600,000.
The committee then adopted the amendment to 10-13 unanimously and passed the bill as further amended on a unanimous roll call, with Senator Shively designated as carrier. After a brief recess, the committee turned to bill 1540, but no formal action was taken. Bank of North Dakota and OMB representatives raised concerns that the draft included policy changes and procurement/IT exemptions that needed further discussion. Members agreed the bill would be delayed until Monday so the Bank, OMB, and NDIT could confer and work through the mechanics and policy issues before the committee moved it forward.
MN
Minnesota 2025-2026 Regular Session
Child Committee Meeting - 2025-04-02
Children and Families Finance and Policy
Transcript Highlights:
- Just 1% of those learn about and use the TAP program with this integration.
- My name is Tana Schneider, and I am the owner and director of the Village Early Learning Center in Dundas
- This is about more than just early learning, which is so incredibly important, but it's also about saving
- We know these families continue to struggle with the cost of early care and learning.
- Daniel was denied an early learning scholar... because he earned $63,000 a year pre-tax.
Keywords:
child maltreatment, child abuse, neglect, physical abuse, sexual abuse, sex trafficking, labor trafficking, human trafficking, child protection, local welfare agency, county social services, Minnesota Department of Human Services, judicial review, district court appeal, venue, out-of-state abuse, cross-border investigation, Minnesota child welfare, family assessment, maltreatment determination
MN
Minnesota 2025-2026 Regular Session
House Children and Families Finance and Policy Committee 4/2/25
Children and Families Finance and Policy
Transcript Highlights:
- 41.360>
the <00:03:41.519>tap <00:03:41.840>program <00:03:42.200>with learn - Schneider, and I am the owner and director of The Village Early Learning Center in Dundas.
- This is more than just early learning, which is so incredibly important.
- <00:52:57.319>
the with the cost of early Car learning the with the cost of early Car learning - a program like uh the Early Learning a program like uh the Early Learning scholarships<01:10:37.679
Keywords:
child maltreatment, child abuse, neglect, physical abuse, sexual abuse, sex trafficking, labor trafficking, human trafficking, child protection, local welfare agency, county social services, Minnesota Department of Human Services, judicial review, district court appeal, venue, out-of-state abuse, cross-border investigation, Minnesota child welfare, family assessment, maltreatment determination
AL
Alabama 2026 1st Special Session
Alabama House Commerce and Small Business Committee Mar 18th, 2026
Commerce and Small Business
Keywords:
state bank, public bank, government funds, financial services, constitutional amendment, tax abatements, international headquarters, publicly traded companies, economic incentives, Alabama tax reform, social-emotional learning, education policy, parental consent, K-12 education, teacher training, student surveys, disciplinary action, automatic renewal, consumer protection, cancellation policy
HI
Hawaii 2026 Regular Session
Education (EDN), Health, Human Services, & Homelessness (HHH) Dec 16th, 2020
Hawaii House Floor Meeting
Keywords:
HI House YouTube, https://www.youtube.com/watch?v=wUR44nTrRBA, 2026-07-02T01:22:28+00:00, 2.2.24, Data collected via generic collector engine, https://www.capitol.hawaii.gov/session2021/hearingnotices/HEARING_EDN-HHH_12-15-20_INFO_.HTM
The purpose of this informational briefing is to inform the public and update the Committees on the early learning programs and how they have been impacted by the COVID-19 pandemic., 910, house, all, 2.2.42, 2.1.47
FL
Florida 2026 Regular Session
Governmental Oversight and Accountability Jan 20th, 2026
Governmental Oversight and Accountability
Keywords:
mental health, first responders, employment benefits, 911 telecommunicators, nervous injuries, retirement, elected officials, Deferred Retirement Option Program, DROP, cost-of-living adjustment, trade secret, public records exemption, public meetings exemption, open government, sunset review, agency confidentiality, proprietary business information, proprietary confidential business information, confidential records, Florida public records law
Summary:
The Committee on Governmental Oversight and Accountability met and first heard Senate Bill 774, which would extend workers’ compensation medical benefits for employment-related mental or nervous injuries to 911 public safety telecommunicators, even without a physical injury. The sponsor and several dispatchers, a clinician, and communications directors testified in support, describing repeated exposure to traumatic calls, chronic understaffing, and the need for mental health treatment and retention support. Senator DiCeglie and Chair Mayfield praised dispatchers’ work, and the bill was reported favorably by committee vote, with Senator McClain later recorded as voting yes on the bill.
The committee then took up SPB 7028, a retirement bill that sets Florida Retirement System employer contribution rates beginning July 1, 2026, leaves the 3% employee contribution unchanged, allows certain elected officers to receive a DROP payout under specified conditions, and provides a 1.5% alternative cost-of-living adjustment for eligible special risk retirees. Firefighters, police, sheriffs, and chiefs’ groups spoke in support, emphasizing recruitment and retention. The committee voted to submit the proposal as a committee bill and reported it favorably.
Finally, the committee considered SPB 7024 and SPB 7026, both open-government-related bills. SPB 7024 would repeal the current public records and public meeting exemption for cybersecurity information and consolidate agency-specific cybersecurity exemptions into one agency-wide exemption. SPB 7026 would repeal the current public records exemption for trade secrets held by an agency and similarly consolidate specific trade secret exemptions into one agency-wide exemption. Neither bill drew testimony or debate, and both were submitted as committee bills and reported favorably. The meeting then adjourned.