Notes, summaries, assignments, exams, and problems

Simón Bolívar had assumed command of the Puerto Cabello Square on May 4, 1812. A month later, on 6 June, it fell to the royalists. Faced with this loss and after signing the capitulation, Bolivar got through to Curacao and then to New Granada. There, the government recognized the rank of colonel and allowed their participation in the Campaign of Magdalena. On December 15, 1812 wrote his first document sets out the causes which led to the loss of the First Republic and warns neogranadinos on the need to unite to defeat the enemy. These causes by Bolivar were:
1. The tolerance scheme followed by the Republican authorities to consider how weak and ineffectual. He criticized the attitude of the government of Venezuela against Coro, claiming

Steps for Training a Machine Learning Project in the Cloud

Definition: Cloud ML Project Training

Training an ML Project in the Cloud means utilizing cloud-based resources and services to build, train, and optimize a Machine Learning model.

The Seven Key Steps in Cloud ML Training

1. Data Collection: Gather and upload the dataset to cloud storage.
2. Data Preprocessing: Clean and prepare data using cloud notebooks or specialized processing services.
3. Model Selection: Choose the appropriate algorithm or utilize a pre-built model architecture.
4. Training: Use scalable cloud compute resources (GPUs/TPUs) for intensive model training.
5. Evaluation: Test model accuracy and performance using validation data.
6. Hyperparameter Tuning: Optimize model parameters for better

Basic Protocol Filters

Use these filters to quickly isolate traffic based on common protocols:

• arp (Address Resolution Protocol)
• dns (Domain Name System)
• http (Hypertext Transfer Protocol)
• https (HTTP Secure)
• icmp (Internet Control Message Protocol)
• ip (Internet Protocol)
• ipv6 (Internet Protocol Version 6)
• ntp (Network Time Protocol)
• smtp (Simple Mail Transfer Protocol)
• ftp (File Transfer Protocol)
• ssh (Secure Shell)
• tls (Transport Layer Security)
• udp (User Datagram Protocol)
• tcp (Transmission Control Protocol)
• dhcp (Dynamic Host Configuration Protocol)
• bootp (Bootstrap Protocol)
• radius (Remote Authentication Dial-In User Service)
• snmp (Simple Network Management Protocol)
• kerberos
• smb (Server Message Block)
• nbns (NetBIOS Name Service)
• nbss (NetBIOS Session Service)

Methamphetamine Crisis in New Zealand

Methamphetamine (Meth) is highly prevalent in New Zealand. It affects brain functioning and mental health by releasing dopamine, noradrenaline, and serotonin—crucial neurotransmitters.

Prevalence and Production

Meth use among young adults aged 15–24 is a significant health issue, exacerbated by the drug's accessibility and frequency of use.

The latest New Zealand Health Survey estimates that about 34,000 individuals aged 16 to 64 used amphetamines in the past year.

The Dangers of Methamphetamine Production

Methamphetamine production involves a simple recipe often available online, allowing synthesis in as little as six hours using easily transportable cookware. Common ingredients include:

• Over-the-counter

Atherosclerosis: Pathogenesis & Complications

A chronic inflammatory disease of medium and large arteries, caused by endothelial injury and lipid accumulation.

Key Risk Factors:

• Hypertension
• Hyperlipidemia
• Smoking
• Diabetes

Lesions evolve from fatty streaks → fibrous plaques → complicated plaques.

Common Complications:

• Myocardial Infarction (MI)
• Stroke
• Aneurysm
• Peripheral Artery Disease

Histologically, it shows lipid cores, calcification, and fibrous caps.

Hypertensive Disease: Organ Damage & Malignant Forms

Chronic blood pressure (BP) elevation causes vascular and organ damage.

Consequences Include:

• Arteriolosclerosis
• Left Ventricular (LV) hypertrophy
• Stroke
• Chronic Kidney Disease

Malignant hypertension (diastolic BP >120 mmHg) causes fibrinoid necrosis... Continue reading "Essential Pathology Topics: Systemic Diseases & Neoplasms" »

🧾 Data Transfer Instructions

These instructions are used to move data between registers, memory, and I/O ports.

➕ Arithmetic Instructions

These instructions perform basic mathematical operations.

Experiment 01: Network Traffic Analysis in ICS/SCADA

Tools

• Wireshark

Objectives

• Use Wireshark to capture and analyze network traffic to detect anomalies such as unauthorized commands or network scanning.

Deliverable

• A detailed report of traffic patterns and recommendations for mitigations.

Wireshark

Wireshark is a network protocol analyzer used to capture and inspect data packets in real time.

Installing Wireshark on Linux

1. Step 01: Update package lists: sudo apt update
2. Step 02: Install Wireshark: sudo apt install wireshark -y
3. Step 03: Allow non-root packet capture. When prompted, select to allow non-root users to capture packets. If not prompted, run:
   • sudo dpkg-reconfigure wireshark-common
   • sudo usermod -aG wireshark $USER
4. Step 04: Restart your session (log

Parkinson's Disease: Pharmacological Treatments

The primary pharmacological treatment for Parkinson's disease focuses on replenishing dopamine, the neurotransmitter deficient in the disease, and managing associated symptoms. Levodopa, often combined with carbidopa, is the cornerstone of treatment, alongside dopamine agonists, MAO-B inhibitors, COMT inhibitors, and anticholinergic agents.

Key Medications for Parkinson's Disease

1. Levodopa

   Levodopa is a dopamine precursor that can cross the blood-brain barrier and is converted into dopamine in the brain.

   It is typically combined with carbidopa, which inhibits the breakdown of levodopa before it reaches the brain, reducing side effects and improving efficacy.

   Levodopa is effective in improving motor symptoms

Anti-Motility Medications (Pharmacy Only)

These medications work by relaxing the smooth muscles in the intestinal wall, reducing bowel movements.

Loperamide + Co-phenotrope (Dhamotil)

Loperamide

• Indication: Symptomatic relief of acute or chronic diarrhea.
• Dose: Maximum 16mg daily. Limit use to less than 48 hours.
• Side Effects: Constipation, nausea, vomiting, bloating.
• Special Precautions (SPC):
  • Stop taking once diarrhea resolves (constipation may occur).
  • Take with food.

Co-phenotrope

• Indication: Acute diarrhea in adults.
• Dose: Maximum 8 tablets daily.
• Contraindications: Not for children under 12 years old.
• Special Precautions (SPC): May cause dizziness and drowsiness; do not drive or operate machinery.

Adsorbent Medications (General Sales List)

Adsorbents... Continue reading "Effective Diarrhea Relief: Medications and Management" »