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Lessons

Retrieval-Augmented Generation with LangChain

5 lessons · 2 hrs, 3 mins

Lesson 1: Introduction to Retrieval-Augmented Generation (RAG)

7 parts · 21 minutes

Reading
Introduction
Reading · 1 min
Reading
Introduction to Retrieval-Augmented Generation
Reading · 6 mins
Video
Basic RAG Application Demo
Video · 3 mins
Reading
Introducing Embeddings & Vector Databases
Reading · 4 mins
Video
Embeddings & Vector Databases Demo
Video · 6 mins
Reading
Conclusion
Reading · 1 min

Lesson 2: Working with Embeddings & Vector Databases

8 parts · 22 minutes

Locked
Introduction
Reading · 1 min
Locked
Vector Databases in RAG Applications
Reading · 3 mins
Locked
Vector Dimensions & Embeddings
Reading · 4 mins
Locked
Vector Embeddings Demo
Video · 4 mins
Locked
Introducing Chroma Database
Reading · 6 mins
Locked
Chroma Demo
Video · 5 mins
Locked
Conclusion
Reading · 1 min

Lesson 3: Building a Basic RAG System with LangChain

7 parts · 25 minutes

Locked
Introduction
Reading · 1 min
Locked
Introducing SportsBuddy
Reading · 11 mins
Locked
Building a Basic RAG App Demo
Video · 4 mins
Locked
Enhancing a RAG App
Reading · 4 mins
Locked
Conversational RAG App Demo
Video · 4 mins
Locked
Conclusion
Reading · 1 min

Lesson 4: Advanced RAG Techniques

7 parts · 17 minutes

Locked
Introduction
Reading · 1 min
Locked
Advanced RAG Techniques
Reading · 5 mins
Locked
OpenAI & LangChain Demo
Video · 4 mins
Locked
Enhancing a Basic RAG App
Reading · 4 mins
Locked
Enhancing a Basic RAG App Demo
Video · 3 mins
Locked
Conclusion
Reading · 1 min

Lesson 5: Evaluating & Optimizing RAG Systems

8 parts · 35 minutes

Locked
Introduction
Reading · 1 min
Locked
Assessing a RAG Pipeline
Reading · 12 mins
Locked
Assessing a RAG Pipeline Demo
Video · 5 mins
Locked
Understanding Query Analysis
Reading · 7 mins
Locked
Understanding Query Analysis Demo
Video · 5 mins
Locked
Improving Conversational Traits
Reading · 5 mins
Locked
Conclusion
Reading · 1 min

Improving Conversational Traits

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Improving Conversational Traits

All the enhancements you’ve seen earlier apply to RAGs when used as chat tools. For conversations, the following are key to enhancing the RAG:

Assessing Ethical Uses of RAGs

Throughout this module, you’ve seen and used RAGs in many ways. Their capabilities and potential are truly limitless. Much research, discoveries, and improvements are made regularly. With great power comes great responsibility. Careless use of RAGs or any AI implementation can be costly.

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“Curiously cut stones,” interrupted Sandy. “I read about them too!” Climb they did, until the sea dropped down to a gray-green, flat expanse and only the powerful binoculars Larry was using could pick out the cruising hydroplane slowly verging away from the shore in an apparently aimless voyage. “They won’t be any good, with that burst tire—he’ll have to set down in water anyhow,” Dick explained. Sandy nodded. “I don’t think we need to stay here—both of us,” Sandy said. “And if Jeff went into the house, he may have come out. Suppose he plans to get hold of that life preserver, and the woman was sent ahead to get us all away—” He considered that, then went back to his original idea, “Then it would be a good thing for me to get back to where I can watch that amphibian.” “Yeah,” grinned Jeff. “Thanks to Sandy for leaving the book there, and thanks to—a certain relative of yours for leaving a marker at the right place. Now, take a look at these pictures out of your family album. They are pictures of the man who originally got the emeralds in India, and his son. Whose face that you know is close to being the same?” Just at the edge of the rock stream there was an abandoned cabin built of small stones. Whatever sort of roof it had had in the beginning was now gone altogether, and the cabin itself was tumbling down. Through the doorway where there was no door, there showed a blackened fireplace. Once when a party from the post had been taking the two days' drive to the railroad, they had stopped here, and had lunched in the cabin. Landor remembered it now, and glanced at the place where Felipa had reclined in the shade of the walls, upon the leather cushion of the ambulance seat. She very rarely could be moved to sing, though she had a sweet, plaintive voice of small volume; but this time she had raised her tin mug of beer and, looking up to the blue sky, had launched into the "Last Carouse," in a spirit of light mockery that fitted with it well, changing the words a little to the scene.[Pg 279] They succeeded in landing unobserved by any of the sentinels posted along the shore, where they had to wait for the boats fetching over the second detachment, there not being boats enough. Before this arrived, they began to climb the rocks by a narrow track, so steep and rugged that they could only ascend by clinging to the bushes and projecting crags. Directly above their heads was a watch-post of a captain and a hundred and fifty men. There, as they drew near the summit, Colonel Howe—a brother of Lord Howe, who fell at Ticonderoga—leading the van, the watch became aware of a noise, and fired down the rocks, directed by the sound. The English soldiers imprudently returned the volley upwards, instead of reserving it until they had gained the ascent. They continued their scramble up, however, with redoubled ardour, and the French, on their sudden appearance, panic-struck, fled. The second detachment soon followed them, and the whole little army stood on the heights above the town before the break of day. "Well, then," said Shorty, turning away, "you stay and run your old Provo-Guard. This is my show, and I aint goin' to let nobody in it ahead o' me." "That's the Orderly-Sergeant of Co. Q." "With best respecks to your family, and hoapin soon to here "Gosh all Chrismus," said Si, using his most formidable swear-word, for he was very angry. "What was you brats shootin' at? Squirrels or angels? A rebel'd had to be 80 cubits high, like old Haman, for one o' you to've hit him. Lots o' good o' your packin' around guns and cartridges, if you're goin' to waste your ammynition on the malaria in the clouds. Load agin, now, carefully, and when you shoot agin be sure to fetch something. I'll take my ramrod to the next boy that I ketch shootin' higher'n a man's head. This ain't no Fourth-o'-July business. Our job's te kill them whangdoodles over there, and I want you to 'tend strictly to that." "Harry!" cried Naomi—and then fainted. "I w?an't have my lads fooling it in the house," he said to his wife, when he found her winding a skein of wool off Handshut's huge brown paws—"they've work enough to do outside wudout spannelling after you women." For the first time they noticed something of the cracked falsetto of old age in his voice, generally so firm and ringing. Their hearts smote them, but the instinct of self-preservation was stronger than pity. They knew now for certain that if they stayed Odiam would devour them, or at best they would escape maimed and only half alive. Either they must go at once—in time, like Richard, or go in a few years—too late, like Caro. Besides, the war called to their young blood; they[Pg 412] thought of guns and bayonets, camp-fires and battlefields, glory and victory. Their youth called them, and even their father's game and militant old age could not silence its bugles and fifes. On the morrow, accordingly, the vassals brought their presents. The lady Isabella, surrounded by visitors and attended by her handmaidens, was seated in the spacious apartment intended for the ceremony, as Edith, supported by Margaret, entered the room. The baroness raised her head and gazed upon the latter, with that complacent feeling which beauty seldom fails to inspire. The delicate hue of Margaret's cheek was, at this moment, deepened by embarrassment; and, as kneeling down, she raised her bright blue eyes, the lady thought she had never seen so lovely a creature. HoME 免费一级人成视频观看 ENTER NUMBET 0017
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